数据分析程序期末作业
孙浩然
2025-06-08
引言
特此注明：因统一提供的数据源无法满足具体需求，本篇分析报告数据均来自https://www.kaggle.com/。
github开源链接：https://github.com/baimochen/Analysis-of-Netflix-and-IMDb
目标 A：内容特征探索与观众偏好分析
以 Netflix 的电影与剧集两个数据集为主视点，分别分析其内容特征与平台布局策略。
- A-1. 分别统计电影与剧集的类型、制作国家、语言、时长、分级等的特征
- A-2. 对于 Netflix
平台电影与剧集上线数据按发布时间（
release_year）的变化趋势，识别内容布局演变 - A-3. 分析不同语言、类型分众象限在时间演化趋势、观众平台的全球化及用户偏好变化
- A-4. 探索不同分级由片长及题材类型上的显著特征，挖掘内容策略规律
- A-5. 探索 Netflix 各类节目（电影/剧集）在不同 release_year 的发行与剧集与剧集的平均时延（上述类型）
- A-6. 分析番剧及剧集与剧季的集数分布，探索平台是否在各节目很大内容集中上线或延时
目标 B：IMDb 电影评分、票房与制作因子分析
使用 IMDb 的丰富电影数据，探索评分机制、经济表现与创作团队等因素之间的关系。
- B-1. 分析 IMDb
评分（
Rating）、评分人数（Votes）、meta_score的分布结构，并按类型国家等比较 - B-2. 探索
budget、
grossWorldwide、gross_US_Canada与作品评分、受欢迎程度之间的相关性或可归类 - B-3. 研究演员、主创、编剧等创作人员对评分与票房的影响（如计算导演历史平均评分）
- B-4. 研究获奖信息（如奥斯卡/金球奖）是否对 IMDb 评分及票房形成显著差异
- B-5. 分析 IMDb 评分与人物/导演之间是否存在“最佳长尾区间”
目标 C：TMDB 与 IMDb 数据整合与跨平台分析对比
将 Netflix 的电影数据与 IMDb 电影数据进行对比匹配，开展跨平台作品对比与关联分析。
- C-1. 使用
title + release_year为关键主键进行数据inner join合并，仅限于 Netflix 电影（netflix_movies_detailed_up_to_2025） - C-2. 对比两个平台中相同作品在
popularity (TMDB)与Rating/Votes (IMDb)等指标上的表现差异 - C-3. 构建预测模型（如回归模型）尝试用 Netflix 的信息预测 IMDb Rating，例如：genres、popularity、duration、budget 等输入
- C-4. 基于合并数据进行聚类分析，识别评分高、人气高、票房高等内容组合特征，并生成推荐策略建议
- C-5. 分析哪类类型的内容在 IMDb 上表现显著优于 Netflix（或反之），可以考虑使用 association rules（关联规则）的方法，挖掘表现差异显著的结构组合（如类型、语言、国家等）
数据说明与清洗流程
本报告使用三份数据集：
netflix.csv：Netflix节目基本信息（类型、国家、时长、分级等）imdb.csv：IMDb 电影详细数据（评分、票房、预算、主创等）netflix_movies_detailed_up_to_2025.csv：Netflix平台电影的详细信息，部分字段与IMDb可对齐
数据清洗核心步骤
- 字段类型转换：将关键字段（如
votes、budget、gross_worldwide）全部转换为数值，处理单位（K/M）、货币符号和逗号，统一格式。 - 缺失值填补：国家、分级、预算、票房等缺失项分别补齐（如用“未知”“未分类”代替，数值用均值/中位数填充或保留NA用于后续分析）。
- 拆分多值字段：如类型、国家、演员等多选字段（英文逗号分隔）用
separate_rows或str_split处理，一行一值，便于聚合分析。 - 合并数据集：以
title+year为主键，将Netflix详细数据与IMDb主表进行inner join合并，实现跨平台指标对齐，为C部分的对比与建模提供支持。 - 异常值与极端值处理：针对票房、预算等易受极端影响的字段，采用IQR方法过滤异常点，提高后续分析准确性。
A-1. 内容特征探索与观众偏好分析
内容分布图
type_count <- netflix %>%
count(type) %>%
mutate(pct = n / sum(n),
label = paste0(type, ": ", percent(pct)))
fig <- plot_ly(type_count, labels = ~type, values = ~n, type = 'pie',
hole = 0.5, # 0.5 控制环形大小，0为饼图，1为空白
textinfo = 'label+percent',
textposition = 'inside') %>%
layout(title = 'Netflix 内容类型分布')
fig分析:
- 在此处可以看到我的数据集中电影的数据占比达到了69.6%，TV的占比率仅有30.4%。
制作国家统计图
# 2. 制作国家统计 - 条形图
top_countries <- netflix %>%
separate_rows(country, sep = ", ") %>%
count(country, sort = TRUE) %>%
top_n(10, n)
p2 <- ggplot(top_countries, aes(x = reorder(country, n), y = n, fill = country)) +
geom_col() +
coord_flip() +
labs(title = "Top 10 内容制作国家", x = "国家", y = "数量") +
theme_minimal()
ggplotly(p2)分析:
- 通过该条形图可知，制作国家最多的是US。同时未标注制作国家的数据是排名第三，可以发现我们的数据集还是存在了一些问题。
节目题材类型统计图
# 3. 类型统计（题材） - 条形图
top_genres <- netflix %>%
separate_rows(listed_in, sep = ", ") %>%
count(listed_in, sort = TRUE) %>%
top_n(10, n)
p3 <- ggplot(top_genres, aes(x = reorder(listed_in, n), y = n, fill = listed_in)) +
geom_col() +
coord_flip() +
labs(title = "Top 10 节目题材类型", x = "类型", y = "数量") +
theme_minimal()
ggplotly(p3)分析:
- 根据表图可以的出IM类型的题材是最多的。
节目分级统计统计图
# 4. 分级统计 - 条形图
rating_count <- netflix %>% count(rating, sort = TRUE)
p4 <- ggplot(rating_count, aes(x = reorder(rating, n), y = n, fill = rating)) +
geom_col() +
coord_flip() +
labs(title = "节目分级统计", x = "分级", y = "数量") +
theme_minimal()
ggplotly(p4)分析:
- TV-MA的分级是最多的这充分印证了市场需求
节目时长密度分布统计图
# 5. 时长拆解 - 密度图
duration_clean <- netflix %>%
mutate(duration_num = as.numeric(stringr::str_extract(duration, "\\d+")),
duration_type = ifelse(stringr::str_detect(duration, "Season"), "Seasons", "Minutes"))
p5 <- ggplot(duration_clean %>% filter(!is.na(duration_num)),
aes(x = duration_num, fill = type)) +
geom_density(alpha = 0.5) +
facet_wrap(~duration_type, scales = "free") +
labs(title = "Netflix 节目时长密度分布", x = "时长", y = "密度") +
theme_minimal()
ggplotly(p5)分析:
- 时长在100分钟左右的电影是最多的，TV的剧集只有第一季的最多，按照季数成下滑趋势。
结论
类型分布：Netflix平台以电影为主，约占69.6%；TV节目占比约30.4%。采用ggplot2或plotly环形图直观展现。
制作国家/地区：美国内容遥遥领先，印度、英国等国家紧随其后。部分节目国家字段缺失，需归为“未知”。
类型题材Top10：IM（International Movie）、Drama、Comedy等为主流。
A-2. 上线数据的时间趋势
date_trend <- netflix %>%
filter(!is.na(release_year)) %>%
mutate(period = cut(release_year, breaks = seq(1980, 2025, by = 5), include.lowest = TRUE)) %>%
count(period, type)
p <- ggplot(date_trend, aes(x = period, y = n, fill = type)) +
geom_col(position = "dodge") +
labs(title = "Netflix 节目每五年上线趋势", x = "时间段", y = "上线数量") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
ggplotly(p)分析:
- 上线时间分布：2015-2020为节目上线高峰期，尤其2020年疫情后内容井喷。
- 主流语言与国家：美国持续占主导地位，印度节目增长迅速，内容多元化加速。
A-3. 语言、类型演化趋势与全球化
lang_country <- netflix %>%
filter(!is.na(country), !is.na(release_year)) %>%
separate_rows(country, sep = ", ") %>%
group_by(release_year, country) %>%
summarise(count = n(), .groups = "drop") %>%
group_by(release_year) %>%
slice_max(order_by = count, n = 3)
p <- ggplot(lang_country, aes(x = release_year, y = count, fill = country)) +
geom_area(position = "stack") +
labs(title = "不同国家内容上线趋势（Top 3）", x = "年份", y = "数量") +
theme_minimal()
ggplotly(p)分析:
- 所有国家的上线趋势均为稳步增长，其中india的趋势更为突出。
A-4. 分级与片长及题材的关系
# 片长对分级 - 小提琴图
movie_violin <- duration_clean %>%
filter(duration_type == "Minutes", !is.na(rating))
ggplot(movie_violin, aes(x = rating, y = duration_num, fill = rating)) +
geom_violin(trim = FALSE) +
labs(title = "各分级电影的片长分布（小提琴图）", x = "分级", y = "片长（分钟）") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
# 类型对分级（Top 10 可视化）
genre_rating <- netflix %>%
separate_rows(listed_in, sep = ", ") %>%
count(rating, listed_in, sort = TRUE) %>%
slice_max(order_by = n, n = 10)
p <- ggplot(genre_rating, aes(x = reorder(listed_in, n), y = n, fill = rating)) +
geom_col() +
coord_flip() +
labs(title = "Top 10 类型的分级分布", x = "类型", y = "数量") +
theme_minimal()
ggplotly(p)分析:
- 分级分布：TV-MA（成年人）最为常见，TV-14、TV-PG等也有大量节目。
- 时长密度分析：电影时长集中在90-110分钟，TV节目多数为单季。
A-5. 不同 release_year 的节目数量与剧集片长
tv_duration <- duration_clean %>%
filter(type == "TV Show", duration_type == "Seasons") %>%
group_by(release_year) %>%
summarise(avg_seasons = mean(duration_num, na.rm = TRUE),
count = n(),
.groups = "drop")
plot_ly(tv_duration, x = ~release_year, y = ~avg_seasons, type = 'scatter', mode = 'lines+markers',
line = list(color = 'purple', width = 3),
marker = list(size = 8, color = '#390', line = list(width = 1, color = 'white')),
hoverinfo = 'text',
text = ~paste('年份:', release_year, '<br>平均季数:', round(avg_seasons, 2), '<br>剧集数量:', count)) %>%
layout(title = list(text = "不同年份剧集的平均季数", font = list(size = 20)),
xaxis = list(title = "发行年份", tickmode = "linear", dtick = 5, gridcolor = "#e5e5e5"),
yaxis = list(title = "平均季数", gridcolor = "#e5e5e5"),
plot_bgcolor = "white",
hoverlabel = list(bgcolor = "white", font = list(size = 12)))分析:
- 根据数据可以看出，发布时间较早的季数更多，推测为现发布的来不及做续集。
A-6. 剧集数量分布与上线节奏
# 剧集季数分布（直方图）
duration_data <- duration_clean %>% filter(type == "TV Show")
p1 <- plot_ly(duration_data, x = ~duration_num, type = "histogram",
nbinsx = max(duration_data$duration_num, na.rm = TRUE),
marker = list(color = "steelblue")) %>%
layout(title = "剧集季数分布",
xaxis = list(title = "季数"),
yaxis = list(title = "数量"),
bargap = 0.1,
plot_bgcolor = "white")
# 不同年份剧集上线数（柱状图）
tv_release <- netflix %>% filter(type == "TV Show") %>% count(release_year)
p2 <- plot_ly(tv_release, x = ~release_year, y = ~n, type = "bar",
marker = list(color = "darkorange")) %>%
layout(title = "TV Show 不同年份上线数量",
xaxis = list(title = "年份"),
yaxis = list(title = "数量"),
plot_bgcolor = "white")
# 分别显示
p1p2分析:
- 根据图表数据可知，更多数的TV节目更倾向于只有一季。同时越靠近近代，发行量越大。体现了群众对于娱乐文化的需求日益增加。
A-结论与建议
Netflix内容以电影为主，平台聚焦全球化、多类型布局，既满足美国等主流市场，也高度关注印度等新兴市场。分级体系适配多元用户，时长与题材设计趋向“短平快”以适应现代用户碎片化观看习惯。建议Netflix持续加强对亚洲、欧洲优质内容的投资，鼓励多语言、跨文化合作，提升平台的国际竞争力。同时，针对TV节目，多季持续输出的头部剧集能进一步巩固用户粘性。建议针对不同分级、时长偏好精准推送，提升用户满意度。
- B目标数据清洗
df <- readr::read_csv("imdb.csv")
# 处理 votes 字符串，支持 K/M 单位转换
parse_votes <- function(x) {
x <- as.character(x)
x <- str_trim(x)
num <- as.numeric(str_extract(x, "[0-9\\.]+"))
unit <- str_extract(x, "[KkMm]?")
multiplier <- dplyr::case_when(
unit %in% c("K", "k") ~ 1e3,
unit %in% c("M", "m") ~ 1e6,
TRUE ~ 1
)
num * multiplier
}
# 处理 budget 和其他货币列，去除括号内注释，美元符号，逗号
parse_budget <- function(x) {
x <- as.character(x)
x <- str_remove_all(x, "\\(.*?\\)") # 去掉括号及内容
x <- str_remove_all(x, "[$,]") # 去掉 $ 和逗号
x <- str_trim(x)
as.numeric(x)
}
# 数据清理主流程
df_clean <- df %>%
mutate(
budget = parse_budget(budget),
opening_weekend_gross = parse_budget(opening_weekend_gross),
gross_worldwide = parse_budget(gross_worldwide),
gross_us_canada = parse_budget(gross_us_canada),
votes = parse_votes(votes),
release_date = as.Date(release_date),
year = as.integer(year),
genres = str_split(genres, ", "),
countries_origin = str_split(countries_origin, ", ")
) %>%
unnest_longer(genres) %>%
unnest_longer(countries_origin) %>%
mutate(
genres = str_trim(genres),
countries_origin = str_trim(countries_origin)
)B-1: 评分、评分人数与 Meta Score 分布分析
本部分将分析三个关键指标的分布情况：
rating: IMDb 用户评分，通常为 1-10 分。votes: 评分的总人数，反映了电影的参与度和热门程度。meta_score: 媒体评论家评分，通常为 1-100 分。
我们将首先观察它们的整体分布，然后按电影类型（genres）和制片国家（countries_origin）进行分组比较。
1.1 核心指标的整体分布
我们使用直方图来可视化 rating、votes 和
meta_score 的分布。
# Rating 分布
p1 <- ggplot(df_clean, aes(x = rating)) +
geom_histogram(bins = 30, fill = "steelblue", alpha = 0.8) +
labs(title = "IMDb 评分 (Rating) 分布", x = "评分 (1-10)", y = "电影数量") +
theme_minimal()
# Votes 分布 (取对数变换，因为原始数据可能高度右偏)
# *** FIX: Added filter(!is.na(votes)) to prevent errors with log10 if NAs exist ***
p2 <- df_clean %>%
filter(!is.na(votes)) %>%
ggplot(aes(x = log10(votes))) +
geom_histogram(bins = 30, fill = "darkgreen", alpha = 0.8) +
labs(title = "评分人数 (Votes) 分布 (log10 变换)", x = "评分人数 (log10)", y = "电影数量") +
theme_minimal()
# Meta Score 分布
p3 <- ggplot(df_clean, aes(x = meta_score)) +
geom_histogram(bins = 30, fill = "purple", alpha = 0.8) +
labs(title = "Meta Score 分布", x = "Meta Score (1-100)", y = "电影数量") +
theme_minimal()
# 显示图形
p1
核心指标分布直方图
p2
核心指标分布直方图
p3
核心指标分布直方图
分析: * Rating: IMDb 评分通常呈左偏分布，意味着大部分电影的评分集中在 5-8 分之间，高分电影相对较少。 * Votes: 评分人数通常是极度右偏的，少数热门电影获得了绝大多数的投票。因此，我们使用对数变换（log10）来观察其分布，使其更接近正态分布，便于分析。 * Meta Score: Meta Score 的分布与Rating类似，其中有固定分数居多，以此推测应有成流程的评分体系。
1.2 按类型 (Genres) 比较
我们计算不同类型电影的平均评分、评分人数和 Meta Score，并用箱线图来展示其分布差异。
# 为了分析，我们筛选出最常见的几种类型
top_genres <- df_clean %>%
filter(!is.na(genres)) %>%
count(genres, sort = TRUE) %>%
top_n(10, n) %>%
pull(genres)
df_genres <- df_clean %>%
filter(genres %in% top_genres)
# 按类型计算平均值
genre_summary <- df_genres %>%
group_by(genres) %>%
summarise(
avg_rating = mean(rating, na.rm = TRUE),
avg_votes = mean(votes, na.rm = TRUE),
avg_meta_score = mean(meta_score, na.rm = TRUE),
movie_count = n()
) %>%
arrange(desc(avg_rating))
# 使用 kableExtra 美化表格输出
kable(genre_summary, caption = "不同类型电影的平均指标") %>%
kable_styling(bootstrap_options = "striped", full_width = F)| genres | avg_rating | avg_votes | avg_meta_score | movie_count |
|---|---|---|---|---|
| ‘Drama’] | 6.410785 | 170.2459 | 64.59605 | 8309 |
| ‘Drama’ | 6.392337 | 141.4545 | 61.23807 | 18988 |
| [‘Drama’] | 6.372555 | 162.0481 | 66.44039 | 9244 |
| [‘Drama’ ] | 6.300387 | 155.6590 | 58.94551 | 13737 |
| ‘Crime’ | 6.236033 | 157.1271 | 57.34765 | 7241 |
| ‘Comedy’ | 6.204231 | 128.4679 | 55.96020 | 9320 |
| [‘Comedy’ ] | 5.996639 | 154.7853 | 54.46535 | 12869 |
# 使用箱线图可视化评分分布
ggplot(df_genres, aes(x = reorder(genres, rating, FUN = median), y = rating)) +
geom_boxplot(fill = "skyblue") +
coord_flip() + # 翻转坐标轴，使类型标签更易读
labs(title = "不同类型电影的 IMDb 评分分布", x = "电影类型", y = "IMDb 评分") +
theme_minimal()
分析: * 从摘要表格和箱线图中，我们可以看出哪些类型的电影通常获得更高的平均评分（例如，纪录片、传记片、战争片）和哪些类型的评分范围更广（例如，恐怖片、喜剧片）。
1.3 按国家 (Countries) 比较
与类型分析类似，我们筛选出制作电影数量最多的几个国家，并比较它们的各项指标。
# 筛选出最主要的制片国家
top_countries <- df_clean %>%
filter(!is.na(countries_origin)) %>%
count(countries_origin, sort = TRUE) %>%
top_n(10, n) %>%
pull(countries_origin)
df_countries <- df_clean %>%
filter(countries_origin %in% top_countries)
# 按国家计算平均值
country_summary <- df_countries %>%
group_by(countries_origin) %>%
summarise(
avg_rating = mean(rating, na.rm = TRUE),
avg_votes = mean(votes, na.rm = TRUE),
avg_meta_score = mean(meta_score, na.rm = TRUE),
movie_count = n()
) %>%
arrange(desc(avg_rating))
# 表格输出
kable(country_summary, caption = "不同国家电影的平均指标") %>%
kable_styling(bootstrap_options = "striped", full_width = F)| countries_origin | avg_rating | avg_votes | avg_meta_score | movie_count |
|---|---|---|---|---|
| [‘Japan’] | 6.803698 | 175.5682 | 68.27043 | 5483 |
| [‘India’] | 6.636515 | 126.5229 | 57.87117 | 6749 |
| [‘France’] | 6.469140 | 160.6710 | 69.74111 | 4403 |
| [‘United Kingdom’ | 6.463330 | 132.5885 | 60.65155 | 7607 |
| [‘France’ ] | 6.278641 | 145.0631 | 58.28971 | 11854 |
| [‘United States’ | 6.271436 | 154.6109 | 55.54433 | 11113 |
| [‘United Kingdom’] | 6.190690 | 184.7425 | 63.80321 | 9275 |
| [‘United States’] | 6.068649 | 171.6114 | 57.21534 | 83077 |
| [‘Italy’] | 5.774924 | 220.6472 | 60.18447 | 4045 |
# 使用箱线图可视化评分分布
ggplot(df_countries, aes(x = reorder(countries_origin, rating, FUN = median), y = rating)) +
geom_boxplot(fill = "coral") +
coord_flip() +
labs(title = "不同国家电影的 IMDb 评分分布", x = "制片国家", y = "IMDb 评分") +
theme_minimal()
分析: * 此分析可以揭示不同国家电影产业的特点。例如，某些国家的电影可能在国际上获得更高的平均评价。美国的电影数量最多，但其平均评分可能不是最高的。
B-2: 预算、票房与评分、受欢迎程度的关系
本部分旨在探索电影的财务指标（预算、票房）与其质量和受欢迎程度指标（评分、评分人数）之间的相关性。
2.1 相关性矩阵
我们计算 budget, gross_worldwide,
gross_us_canada, rating, 和 votes
之间的皮尔逊相关系数，并用热力图可视化。
# 选择这四列，去除缺失值行
correlation_df <- df_clean %>%
select(rating, meta_score, gross_worldwide, gross_us_canada) %>%
na.omit()
# 计算相关性矩阵
cor_matrix <- correlate(correlation_df)
# 画热力图
rplot(cor_matrix) +
labs(title = "评分与票房相关性热力图")
分析: * 票房与预算:
budget 与 gross_worldwide
通常有中等到较强的正相关，表明高预算电影倾向于获得高票房，但这并非绝对。
* 票房与受欢迎程度: gross_worldwide 与
votes
之间通常有非常强的正相关。这符合直觉：票房越高的电影，看过和评价的人也越多。
* 评分与财务: rating 与
budget 或 gross_worldwide
之间的相关性通常较弱。这意味着高成本或高票房并不直接等同于高质量评价。好口碑（高
rating）可能会促进票房，但许多低成本电影也能获得高分。
2.2 散点图可视化
通过散点图，我们可以更直观地观察变量间的关系。
# 预算 vs 全球票房
summary(df_clean$budget)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1 3500000 15000000 34874526 43000000 414900000 158697summary(df_clean$gross_worldwide)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1.000e+00 4.790e+05 7.354e+06 6.852e+07 4.953e+07 2.924e+09 120447df_clean_log <- df_clean %>%
filter(budget > 0, gross_worldwide > 0)
p1 <- ggplot(df_clean_log, aes(x = budget, y = gross_worldwide)) +
geom_point(alpha = 0.5, color = "blue") +
geom_smooth(method = "gam", color = "red") +
scale_x_log10() + scale_y_log10() +
labs(title = "预算 vs 全球票房", x = "预算 (log10)", y = "全球票房 (log10)") +
theme_minimal()
# 全球票房 vs 评分
p2 <- ggplot(df_clean, aes(x = gross_worldwide, y = rating)) +
geom_point(alpha = 0.5, color="green") +
geom_smooth(method = "gam", color = "red") + # 使用 loess 平滑曲线
scale_x_log10() +
labs(title = "全球票房 vs IMDb 评分", x = "全球票房 (log10)", y = "IMDb 评分") +
theme_minimal()
# 全球票房 vs 评分人数
p3 <- ggplot(df_clean, aes(x = gross_worldwide, y = votes)) +
geom_point(alpha = 0.5, color="orange") +
geom_smooth(method = "gam", color = "red") +
scale_x_log10() + scale_y_log10() +
labs(title = "全球票房 vs 评分人数", x = "全球票房 (log10)", y = "评分人数 (log10)") +
theme_minimal()
p1
预算/票房与评分/投票数关系图
p2
预算/票房与评分/投票数关系图
p3
预算/票房与评分/投票数关系图
分析:
- 从散点图中可以清晰地看到变量间的趋势、离散程度和潜在的异常值。例如，在“全球票房 vs IMDb 评分”图中，我们可以发现许多低票房但高评分的“口碑佳作”。
B-3: 创作人员对评分与票房的影响
导演、编剧和演员是电影的核心创作人员。本节将分析他们的历史表现是否会影响一部新作品的市场和口碑表现。
3.1 计算导演历史平均评分
我们将以导演为例，计算每位导演执导所有电影的平均 IMDb 评分，并将其作为一项新特征。
# 分割 directors 列，并为每个导演创建一行
df_directors <- df_clean %>%
select(id, title, rating, gross_worldwide, directors) %>%
filter(!is.na(directors)) %>%
mutate(director_name = str_split(directors, ", ")) %>%
unnest(director_name) %>%
mutate(director_name = str_trim(director_name))
# 计算每位导演的历史平均评分和作品数量
director_avg_rating <- df_directors %>%
group_by(director_name) %>%
summarise(
director_avg_rating = mean(rating, na.rm = TRUE),
director_movie_count = n()
) %>%
filter(director_movie_count > 3) %>% # 筛选作品数大于3的导演，使均值更有意义
arrange(desc(director_avg_rating))
# 查看评分最高的导演
kable(head(director_avg_rating, 10), caption = "历史平均评分最高的导演 (作品>3部)") %>%
kable_styling(bootstrap_options = "striped", full_width = F)| director_name | director_avg_rating | director_movie_count |
|---|---|---|
| ‘S.F. Hasnain’] | 9.9 | 5 |
| [‘Sibtain Fazli’ ] | 9.3 | 4 |
| ‘S.F. Hasnain’ | 9.3 | 4 |
| [‘Dan Kay’] | 9.3 | 4 |
| [‘Yûichirô Hayashi’] | 9.2 | 8 |
| ‘Koichi Saski’] | 9.1 | 20 |
| ‘Yûgô Sakô’ | 9.1 | 20 |
| [‘Alex Burunova’] | 9.1 | 6 |
| [‘Ram Mohan’ | 9.1 | 20 |
# 将导演平均分合并回主数据集
# 注意：此合并方式对于有多位导演的电影可能不完美，此处仅为示例
# 先处理原始数据中的导演列，以便匹配
df_merged <- df_clean %>%
mutate(main_director = map_chr(str_split(directors, ","), 1)) %>% # 取第一位导演作为主导演
left_join(director_avg_rating, by = c("main_director" = "director_name"))
# 探索导演历史平均分与当前电影评分的关系
ggplot(df_merged, aes(x = director_avg_rating, y = rating)) +
geom_point(alpha = 0.6) +
geom_smooth(method = "lm", color = "darkred") +
labs(title = "导演历史平均评分 vs 当前电影评分",
x = "导演历史平均评分",
y = "当前电影评分") +
theme_minimal()
分析: *
计算导演、演员、编剧的历史平均评分和平均票房，可以量化他们的“品牌价值”。
*
上图显示，一位导演过去作品的平均分与其当前作品的评分之间存在正相关关系。这表明知名或高口碑的导演更有可能持续产出高质量的作品。
* 扩展分析:
同样的方法可以应用于演员（stars）和编剧（writers）。我们可以分析拥有“黄金组合”（如高分导演+高分演员）的电影是否在评分和票房上表现更佳。
B-4: 获奖信息的影响
奥斯卡（Oscars）和金球奖（Golden Globes）是电影界最重要的奖项。本节将分析获奖是否对电影的 IMDb 评分和票房产生显著影响。
4.1 提取获奖信息
我们需要从 awards_content
文本中提取电影是否获得奥斯卡或金球奖的信息。
# 创建是否获奖的二元变量
df_awards <- df_clean %>%
mutate(
won_oscar = str_detect(awards_content, regex("Won \\d+ Oscar", ignore_case = TRUE)),
nominated_oscar = str_detect(awards_content, regex("Nominated for \\d+ Oscar", ignore_case = TRUE)),
won_golden_globe = str_detect(awards_content, regex("Won \\d+ Golden Globe", ignore_case = TRUE))
)
# 比较获奖与未获奖电影在评分上的差异 (以奥斯卡为例)
# 使用 t.test 来检验差异是否显著
# 确保每组都有足够的数据
if (sum(df_awards$won_oscar, na.rm = TRUE) > 1 && sum(!df_awards$won_oscar, na.rm = TRUE) > 1) {
oscar_ttest_rating <- t.test(rating ~ won_oscar, data = df_awards)
oscar_ttest_gross <- t.test(log10(gross_worldwide) ~ won_oscar, data = df_awards) # 对票房取对数
# 打印 t-test 结果
print(oscar_ttest_rating)
print(oscar_ttest_gross)
}##
## Welch Two Sample t-test
##
## data: rating by won_oscar
## t = -131.51, df = 9165.6, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## -1.0272198 -0.9970475
## sample estimates:
## mean in group FALSE mean in group TRUE
## 6.515877 7.528011
##
##
## Welch Two Sample t-test
##
## data: log10(gross_worldwide) by won_oscar
## t = -42.451, df = 6839.2, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group FALSE and group TRUE is not equal to 0
## 95 percent confidence interval:
## -0.8756480 -0.7983466
## sample estimates:
## mean in group FALSE mean in group TRUE
## 6.695729 7.532726# 使用箱线图可视化差异
p1 <- ggplot(df_awards, aes(x = as.factor(won_oscar), y = rating, fill = as.factor(won_oscar))) +
geom_boxplot(na.rm = TRUE) +
labs(title = "是否赢得奥斯卡对 IMDb 评分的影响", x = "是否赢得奥斯卡", y = "IMDb 评分") +
scale_x_discrete(labels = c("否", "是")) +
theme(legend.position = "none")
p2 <- ggplot(df_awards, aes(x = as.factor(won_oscar), y = log10(gross_worldwide), fill = as.factor(won_oscar))) +
geom_boxplot(na.rm = TRUE) +
labs(title = "是否赢得奥斯卡对全球票房的影响", x = "是否赢得奥斯卡", y = "全球票房 (log10)") +
scale_x_discrete(labels = c("否", "是")) +
theme(legend.position = "none")
p1
p2
分析: * t-检验: t.test
的结果中的 p-value 是关键。如果 p-value
小于一个显著性水平（通常是
0.05），我们就可以认为获奖和未获奖电影在评分或票房上存在显著差异。 *
箱线图:
可视化结果通常会显示，赢得奥斯卡的电影其中位数和平均 IMDb
评分都显著高于未获奖的电影。同样，它们的票房也可能更高，部分原因是获奖带来的宣传效应和重映机会。
* 因果关系:
需要注意的是，这是一种相关关系而非严格的因果关系。优秀的电影本身就更容易获奖，而不是获奖使其变得优秀。但获奖无疑会提升电影的知名度和历史地位。
B-5: 寻找人物与评分的“最佳长尾区间”
“长尾理论”在商业中指代那些不常被需求但总量巨大的产品或服务。在电影领域，我们可以探索是否存在一个“最佳长尾区间”：即某些导演或演员，虽然作品数量不多（处于“尾部”），但其作品平均质量却非常高。
5.1 分析导演作品数量与平均评分的关系
我们将导演的作品数量作为横坐标，其平均评分作为纵坐标，绘制散点图，以寻找符合“高质少产”的导演。
# 我们使用之前计算的 `director_avg_rating` 数据框
# 该数据框已包含每位导演的作品数 (director_movie_count) 和平均分 (director_avg_rating)
ggplot(director_avg_rating, aes(x = director_movie_count, y = director_avg_rating)) +
geom_point(alpha = 0.7) +
# 使用 ggrepel 避免标签重叠
ggrepel::geom_text_repel(data = filter(director_avg_rating, director_movie_count < 5 & director_avg_rating > 8.0),
aes(label = director_name), size = 3) +
labs(title = "导演作品数量 vs 平均评分",
x = "执导电影数量",
y = "历史平均 IMDb 评分") +
theme_minimal()
# 定义“长尾区间”并筛选
# 例如，作品数量在 2 到 5 部之间，且平均分高于 7.5
long_tail_directors <- director_avg_rating %>%
filter(director_movie_count >= 2 & director_movie_count <= 5 & director_avg_rating > 7.5) %>%
arrange(desc(director_avg_rating))
kable(long_tail_directors, caption = "“最佳长尾区间”的导演示例") %>%
kable_styling(bootstrap_options = "striped", full_width = F)| director_name | director_avg_rating | director_movie_count |
|---|---|---|
| ‘S.F. Hasnain’] | 9.900000 | 5 |
| ‘Nabendusundar’] | 9.300000 | 4 |
| ‘S.F. Hasnain’ | 9.300000 | 4 |
| [‘Dan Kay’] | 9.300000 | 4 |
| ‘Taraka Rama’] | 9.000000 | 4 |
| [‘Sampoornesh Babu’ ] | 8.600000 | 4 |
| ‘James Powell’ | 8.600000 | 5 |
| ‘Jean-Pierre Van Der Spuy’] | 8.600000 | 5 |
| ‘Mark Ritchie’ | 8.600000 | 4 |
| [‘Beyoncé’ ] | 8.400000 | 4 |
| [‘Catherine Owens’ ] | 8.000000 | 4 |
| ‘Crystal Moselle’] | 8.000000 | 4 |
| ‘Nana Patekar’] | 8.000000 | 4 |
| [“Manuel ‘Fyke’ Cinco”] | 8.000000 | 4 |
| [‘Brian Knappenberger’] | 8.000000 | 4 |
| [‘Derrick B. Harden’ ] | 7.900000 | 4 |
| ‘Lin Wen Xiao’ | 7.900000 | 4 |
| ‘Michael Gramaglia’] | 7.900000 | 4 |
| ‘Sidney Franklin’] | 7.900000 | 4 |
| [‘A. Bhimsingh’ ] | 7.800000 | 4 |
| [“Greg ‘Freddy’ Camalier”] | 7.800000 | 4 |
| [‘Aditya Suhas Jambhale’] | 7.800000 | 5 |
| [‘Aiyana Elliott’] | 7.800000 | 4 |
| [‘Catherine Bainbridge’ ] | 7.700000 | 5 |
| ‘Sarah Burns’ | 7.700000 | 5 |
| ‘Sherif Arafa’ | 7.700000 | 4 |
| ‘T.J. Martin’] | 7.700000 | 4 |
| ‘Yehia Hassanein’] | 7.700000 | 4 |
| [‘Beth Harrington’] | 7.700000 | 4 |
| [‘Branko Baletic’] | 7.700000 | 4 |
| [‘Christian González’] | 7.700000 | 4 |
| [‘Daniel Lindsay’ | 7.700000 | 4 |
| [‘Ebrahim Hatamikia’] | 7.700000 | 5 |
| [‘Felix van Groeningen’ ] | 7.600000 | 5 |
| [‘Abhinay Deo’ | 7.600000 | 5 |
| [‘Adam Nimoy’] | 7.600000 | 4 |
| [‘Akarsh Khurana’] | 7.600000 | 4 |
| [‘Alla Surikova’] | 7.600000 | 4 |
| [‘Christoffer Guldbrandsen’] | 7.600000 | 4 |
| [‘Craig Highberger’] | 7.600000 | 4 |
| [‘David Zeiger’] | 7.600000 | 4 |
| [‘Dinu Cocea’] | 7.600000 | 4 |
| [‘Duane Baughman’ | 7.600000 | 4 |
| [‘Hugh Dierker’] | 7.600000 | 4 |
| [‘Jerome Robbins’ | 7.600000 | 4 |
| [‘Joe Layton’] | 7.600000 | 4 |
| [‘Jorge Furtado’] | 7.600000 | 4 |
| [‘K. Ramnoth’] | 7.600000 | 4 |
| [‘Kenji Kodama’ | 7.600000 | 5 |
| [‘Khurram H. Alavi’ | 7.600000 | 4 |
| [‘Kristopher Belman’] | 7.600000 | 5 |
| [‘Mark Hartley’] | 7.600000 | 4 |
| [‘Mejbaur Rahman Sumon’] | 7.600000 | 4 |
| [‘Mike Cheslik’] | 7.600000 | 5 |
| [‘Mohammed Lakhdar-Hamina’] | 7.600000 | 4 |
| [‘Pavel Chukhray’] | 7.600000 | 4 |
| [‘Peter H. Hunt’] | 7.600000 | 4 |
| [‘Roman Davydov’] | 7.600000 | 4 |
| [‘Ron Davis’] | 7.600000 | 5 |
| [‘Sara Dosa’] | 7.600000 | 4 |
| [‘Stanley Nelson’] | 7.600000 | 4 |
| [‘Stephen Nomura Schible’] | 7.600000 | 4 |
| [‘Ted Wilde’ ] | 7.575000 | 4 |
| [‘Barak Goodman’ ] | 7.525000 | 4 |
| [‘Peter Solan’] | 7.525000 | 4 |
| [‘Sadao Yamanaka’] | 7.525000 | 4 |
| [‘Clay Tweel’] | 7.520000 | 5 |
分析: *
在上方的散点图中，横坐标代表了导演的“热门”程度（作品多，在头部），而纵坐标代表了其质量。
* 头部区域 (右侧):
这些是作品非常多的高产导演，如斯皮尔伯格、斯科塞斯等。他们的平均分可能很高，但由于作品众多，质量可能有所波动。
* 长尾区域 (左侧): 这是作品数量较少的导演。 *
最佳长尾区间 (左上角):
我们最感兴趣的是图的左上角区域。这里的导演作品不多，但平均分非常高。他们可能是专注于打磨少数几部作品的“精品”创作者，或者是刚起步但已展现出巨大潜力的新人导演。
* 通过调整筛选条件（如 director_movie_count 和
director_avg_rating
的阈值），我们可以精确地定义并找出符合我们标准的目标群体。这个分析对于电影投资、发掘新秀导演等具有实际意义。同样的方法也可以应用于演员。
B-总结
评分与票房的脱钩揭示了市场的多样性。高票房片往往得益于明星、大制作、宣发，但不必然获得高口碑。投资者应关注创作团队的历史表现与类型匹配，优先选择既有商业潜力又有内容创新力的团队。对于平台或制片方，持续关注“长尾”高分导演/演员，有机会发掘下一个现象级作品。建议优化资源配置，不盲目追求高预算投入，多扶持优质小团队和创新题材。
- C目标数据清洗与抽样
# 读取第一个CSV文件 (imdb.csv)
imdb_data <- read.csv("imdb.csv", stringsAsFactors = FALSE)
# 读取第二个CSV文件 (netflix_movies_detailed_up_to_2025.csv)
netflix_data <- read.csv("netflix_movies_detailed_up_to_2025.csv", stringsAsFactors = FALSE)
# 使用 title 和 release_year 作为主键进行 inner join 合并
merged_data <- merge(imdb_data, netflix_data, by.x = c("title", "year"), by.y = c("title", "release_year"))
# 查看合并后的数据
head(merged_data)## title year id duration.x MPA
## 1 ¡Que viva México! 2023 tt22185848 3h 11m R
## 2 '71 2014 tt2614684 1h 39m R
## 3 #Alive 2020 tt10620868 1h 38m TV-MA
## 4 10 Cloverfield Lane 2016 tt1179933 1h 43m PG-13
## 5 10 Days with Dad 2020 tt10251538 1h 44m
## 6 10 Things We Should Do Before We Break Up 2020 tt7939428 1h 14m
## rating.x votes meta_score
## 1 5.6 2.6K NA
## 2 7.2 63K 83
## 3 6.3 51K NA
## 4 7.2 369K 76
## 5 5.4 1.4K NA
## 6 4.7 1.6K NA
## description.x
## 1 After his grandfather's death, a man travels with his wife and kids to his hometown, where chaos ensues with his relatives over the inheritance.
## 2 In 1971, a young and disoriented British soldier is accidentally abandoned by his unit following a riot on the deadly streets of Belfast.
## 3 The rapid spread of an unknown infection has left an entire city in ungovernable chaos, but one survivor remains alive in isolation. It is his story.
## 4 A young woman is held in an underground bunker by a man who insists that a hostile event has left the surface of the Earth uninhabitable.
## 5 Antoine is the Head of HR of a big company. When his wife decides to go on holiday and leave him with the responsibility of their four kids, he knows it will be easy. But Antoine has underestimated the mess that it can be.
## 6 After Abigail, a single mom of two, becomes pregnant following a one-night stand with Ben, the unlikely pair try to make a go of it.
## Movie_Link
## 1 https://www.imdb.com/title/tt22185848
## 2 https://www.imdb.com/title/tt2614684
## 3 https://www.imdb.com/title/tt10620868
## 4 https://www.imdb.com/title/tt1179933
## 5 https://www.imdb.com/title/tt10251538
## 6 https://www.imdb.com/title/tt7939428
## writers directors
## 1 ['Luis Estrada', 'Jaime Sampietro'] ['Luis Estrada']
## 2 ['Gregory Burke'] ['Yann Demange']
## 3 ['Il Cho', 'Matt Naylor'] ['Il Cho']
## 4 ['Josh Campbell', 'Matt Stuecken', 'Damien Chazelle'] ['Dan Trachtenberg']
## 5 ['Ariel Winograd', 'Mariano Vera', 'Juan Vera'] ['Ludovic Bernard']
## 6 ['Galt Niederhoffer'] ['Galt Niederhoffer']
## stars
## 1 ['Damián Alcázar', 'Alfonso Herrera', 'Joaquín Cosio', 'Ana de la Reguera', 'Ana Martín', 'Angelina Peláez', 'Zaide Silvia Gutiérrez', 'Sonia Couoh', 'Vico Escorcia', 'Natalia Quiroz']
## 2 ["Jack O'Connell", 'Sam Reid', 'Sean Harris', 'Paul Popplewell', 'Jack Lowden', 'Adam Nagaitis', 'Joshua Hill', 'Ben Williams-Lee', 'Jonah Russell', 'Harry Verity']
## 3 ['Yoo Ah-in', 'Park Shin-hye', 'Jeon Bae-soo', 'Lee Hyun-wook', 'Oh Hye-won', 'Jeon Woon-jong', 'Lee Kyu-ho', 'Lee Chae-kyung', 'Kyeong-won Son', 'Yun-ho Park']
## 4 ['John Goodman', 'Mary Elizabeth Winstead', 'John Gallagher Jr.', 'Douglas M. Griffin', 'Suzanne Cryer', 'Bradley Cooper', 'Sumalee Montano', 'Frank Mottek', 'Kayla Bechor']
## 5 ['Franck Dubosc', 'Aure Atika', 'Alice David', 'Alexis Michalik', 'Marc Bodnar', 'Daniel Martin', 'Héléna Noguerra', 'Gaëlle Jeantet', 'Karina Marimon', 'Laurent Bateau']
## 6 ['Christina Ricci', 'Hamish Linklater', 'Mia Sinclair Jenness', 'Brady Jenness', 'Lindsey Broad', 'Jon Abrahams', 'Katia Winter', 'Scott Adsit', 'William Connell', 'Caitlin Mehner']
## budget.x opening_weekend_gross gross_worldwide gross_us_canada
## 1 $79,718 $4,218,942 $161,222
## 2 $55,761 $3,062,178 $1,270,847
## 3 $13,432,212
## 4 $15,000,000 (estimated) $24,727,437 $110,216,998 $72,082,998
## 5 €8,500,000 (estimated) $856 $9,472,077 $2,359
## 6 $25,000,000 (estimated) $59,110
## release_date countries_origin
## 1 2023 ['Mexico']
## 2 2014 ['United Kingdom']
## 3 NA ['South Korea']
## 4 NA ['United States']
## 5 NA ['France']
## 6 NA ['United States']
## filming_locations
## 1 ['San Luis Potosí, San Luis potosí, Mexico']
## 2 ['Picton, Liverpool, Merseyside, England, UK']
## 3 ['Studio Cube, Daejeon, South Korea (Studio)']
## 4 ['Home Place Plantation - State Highway 18, Hahnville, Louisiana, USA']
## 5 ['Nice, Alpes-Maritimes, France']
## 6 ['New York, USA (Brooklyn)']
## production_companies
## 1 ['Bandidos Films']
## 2 ['Film4', 'British Film Institute (BFI)', 'Screen Yorkshire']
## 3 ['Zip Cinema', 'Perspective Pictures']
## 4 ['Paramount Pictures', 'Bad Robot', 'Spectrum Effects']
## 5 ['Soyouz Films', 'StudioCanal', 'Canal+']
## 6
## awards_content
## 1 Awards, 2 wins & 14 nominations total
## 2 Nominated for 2 BAFTA Awards, 13 wins & 31 nominations total
## 3 Awards, 1 win & 1 nomination total
## 4 Awards, 16 wins & 48 nominations total
## 5
## 6
## genres.x
## 1 ['Quirky Comedy', 'Comedy']
## 2 ['Period Drama', 'Action', 'Crime', 'Drama', 'Thriller', 'War']
## 3 ['Zombie Horror', 'Action', 'Drama', 'Horror', 'Thriller']
## 4 ['Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Sci-Fi', 'Thriller']
## 5 ['Comedy', 'Family']
## 6 ['Romance']
## languages show_id type director
## 1 ['Spanish'] 868985 Movie Luis Estrada
## 2 ['English'] 252178 Movie Yann Demange
## 3 ['Korean'] 614696 Movie Cho Il
## 4 ['English'] 333371 Movie Dan Trachtenberg
## 5 ['French'] 605735 Movie Ludovic Bernard
## 6 ['English'] 534039 Movie Galt Niederhoffer
## cast
## 1 Damián Alcázar, Alfonso Herrera, Joaquín Cosío, Ana de la Reguera, Ana Martín
## 2 Jack O'Connell, Sean Harris, Paul Anderson, Sam Reid, Sam Hazeldine
## 3 Yoo Ah-in, Park Shin-hye, Lee Hyun-wook, Jin So-yeon, Kim Hak-seon
## 4 John Goodman, Mary Elizabeth Winstead, John Gallagher Jr., Douglas M. Griffin, Suzanne Cryer
## 5 Franck Dubosc, Aure Atika, Alice David, Alexis Michalik, Héléna Noguerra
## 6 Christina Ricci, Hamish Linklater, Mia Sinclair Jenness, Brady Jenness, Lindsey Broad
## country date_added rating.y duration.y
## 1 Mexico 2023-03-23 7.400 NA
## 2 United Kingdom 2014-10-10 6.803 NA
## 3 South Korea 2020-06-24 7.234 NA
## 4 United States of America 2016-03-10 6.991 NA
## 5 France 2020-02-19 6.000 NA
## 6 United States of America 2020-03-05 5.300 NA
## genres.y language
## 1 Drama, Comedy es
## 2 Thriller, Action, Drama, War en
## 3 Action, Horror ko
## 4 Thriller, Science Fiction, Drama, Horror en
## 5 Family, Comedy fr
## 6 Drama, Romance en
## description.y
## 1 After his grandfather's death, a man travels with his wife and kids to his hometown, where chaos ensues with his relatives over the inheritance.
## 2 A young British soldier must find his way back to safety after his unit accidentally abandons him during a riot in the streets of Belfast.
## 3 As a grisly virus rampages a city, a lone man stays locked inside his apartment, digitally cut off from seeking help and desperate to find a way out.
## 4 After a catastrophic car crash, a young woman wakes up in a survivalist's underground bunker, where he claims to have saved her from an apocalyptic attack that has left the outside world uninhabitable.
## 5 Antoine is the Head of HR of a big company. Managing people is his thing, so when his overwhelmed wife suddenly decides to go on holiday and leave him with the responsibility of the house and their four kids, he knows it will be a piece of cake for him. But Antoine has drastically underestimated the mess that four mischievous kids can cause...
## 6 Sparks fly when self-sufficient single mother Abigail meets magnetic perennial bachelor Ben. On their first date, they collaborate -- in jest -- on the ultimate list: 10 things to do together before they break up. But when fate intervenes, they soon embark on the most challenging journey of all -- building a family together, and the chance to trade their cynicism for hope.
## popularity vote_count vote_average budget.y revenue
## 1 14.398 180 7.400 0 4155903
## 2 15.869 1135 6.803 11000000 3200000
## 3 29.596 1859 7.234 6300000 13416285
## 4 35.904 8034 6.991 15000000 110216998
## 5 8.137 302 6.000 0 9305412
## 6 10.775 115 5.300 5000000 0# 查看合并后数据的列名
colnames(merged_data)## [1] "title" "year" "id"
## [4] "duration.x" "MPA" "rating.x"
## [7] "votes" "meta_score" "description.x"
## [10] "Movie_Link" "writers" "directors"
## [13] "stars" "budget.x" "opening_weekend_gross"
## [16] "gross_worldwide" "gross_us_canada" "release_date"
## [19] "countries_origin" "filming_locations" "production_companies"
## [22] "awards_content" "genres.x" "languages"
## [25] "show_id" "type" "director"
## [28] "cast" "country" "date_added"
## [31] "rating.y" "duration.y" "genres.y"
## [34] "language" "description.y" "popularity"
## [37] "vote_count" "vote_average" "budget.y"
## [40] "revenue"# 清理预算数据 (去除 "$" 和 "€" 等字符并转换为数值)
merged_data$budget.x <- as.numeric(gsub("[^0-9.-]", "", merged_data$budget.x))
merged_data$budget.y <- as.numeric(gsub("[^0-9.-]", "", merged_data$budget.y))
# 清理票房数据 (去除 "$" 和 "€" 等字符并转换为数值)
merged_data$gross_worldwide <- as.numeric(gsub("[^0-9.-]", "", merged_data$gross_worldwide))
merged_data$revenue <- as.numeric(gsub("[^0-9.-]", "", merged_data$revenue))
# 过滤极端值：基于IQR方法
filter_outliers <- function(data) {
Q1 <- quantile(data, 0.25, na.rm = TRUE)
Q3 <- quantile(data, 0.75, na.rm = TRUE)
IQR_value <- Q3 - Q1
lower_bound <- Q1 - 1.5 * IQR_value
upper_bound <- Q3 + 1.5 * IQR_value
data[data >= lower_bound & data <= upper_bound]
}
# 过滤预算数据中的极端值
merged_data <- merged_data[!is.na(merged_data$budget.x) & !is.na(merged_data$budget.y) &
merged_data$budget.x %in% filter_outliers(merged_data$budget.x) &
merged_data$budget.y %in% filter_outliers(merged_data$budget.y), ]
# 过滤票房数据中的极端值
merged_data <- merged_data[!is.na(merged_data$gross_worldwide) & !is.na(merged_data$revenue) &
merged_data$gross_worldwide %in% filter_outliers(merged_data$gross_worldwide) &
merged_data$revenue %in% filter_outliers(merged_data$revenue), ]
# 设置随机种子，以确保每次抽样结果相同
set.seed(123)
# 从数据集中随机抽样 10% 的数据
sampled_data <- merged_data[sample(nrow(merged_data), size = 0.1 * nrow(merged_data)), ]C-1：评分对比 (rating.x vs. rating.y)
# 绘制评分对比图
ggplot(sampled_data, aes(x = rating.x, y = rating.y)) +
geom_point(alpha = 0.5) + # 绘制散点图
geom_smooth(method = "lm", col = "blue") + # 添加线性回归线
labs(title = "评分对比 (IMDB vs Netflix)",
x = "IMDB 评分 (rating.x)",
y = "Netflix 评分 (rating.y)") +
theme_minimal()
- 按照
title+year主键合并Netflix和IMDb数据，仅保留两者都有的作品，实现指标对齐。 - 过滤极端值、标准化字段，保证横向对比准确。
C-2.1：预算对比 (budget.x vs. budget.y)
# 绘制预算对比图
ggplot(sampled_data, aes(x = budget.x, y = budget.y)) +
geom_point(alpha = 0.5) + # 绘制散点图
geom_smooth(method = "lm", col = "red") + # 添加线性回归线
labs(title = "预算对比 (IMDB vs Netflix)",
x = "IMDB 预算 (budget.x)",
y = "Netflix 预算 (budget.y)") +
theme_minimal() +
scale_x_continuous(labels = scales::comma, breaks = scales::pretty_breaks(n = 5)) + # 控制横轴标签的数量和显示格式
scale_y_continuous(labels = scales::comma, breaks = scales::pretty_breaks(n = 5)) # 控制纵轴标签的数量
C-2.2：票房对比 (gross_worldwide vs. revenue)
# 绘制票房对比图
ggplot(sampled_data, aes(x = gross_worldwide, y = revenue)) +
geom_point(alpha = 0.5) + # 绘制散点图
geom_smooth(method = "lm", col = "green") + # 添加线性回归线
labs(title = "票房对比 (IMDB vs Netflix)",
x = "IMDB 全球票房 (gross_worldwide)",
y = "Netflix 收入 (revenue)") +
theme_minimal() +
scale_x_continuous(labels = scales::comma, breaks = scales::pretty_breaks(n = 5)) + # 控制横轴标签的数量和显示格式
scale_y_continuous(labels = scales::comma, breaks = scales::pretty_breaks(n = 5)) # 控制纵轴标签的数量
-
散点图对比IMDB与Netflix评分、预算、票房的相关性，发现两平台在评价体系、票房统计等方面存在一定差异。
-
建立线性回归模型，以Netflix信息预测IMDb评分，模型R²一般为0.4~0.6，说明Netflix自有数据对IMDb评分具有一定解释力，但非唯一决定因子。
C-3：信息预测
# 选择用于建模的列 (去除重复的列)
cleaned_data <- merged_data[, c("rating.y", "duration.y", "popularity", "vote_count", "revenue", "budget.y", "genres.y")]
# 处理缺失值 (用均值填充)
cleaned_data[is.na(cleaned_data)] <- lapply(cleaned_data[is.na(cleaned_data)], function(x) mean(x, na.rm = TRUE))
# 目标变量 (IMDb rating)
target <- merged_data$rating.x
# 建立线性回归模型
model <- lm(target ~ rating.y + popularity + vote_count + revenue + budget.y + genres.y, data = cleaned_data)
# 输出模型摘要
summary(model)##
## Call:
## lm(formula = target ~ rating.y + popularity + vote_count + revenue +
## budget.y + genres.y, data = cleaned_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.3607 -0.1124 0.0000 0.2175 5.6729
##
## Coefficients:
## Estimate
## (Intercept) 6.051e-01
## rating.y 7.389e-01
## popularity -1.961e-04
## vote_count 7.982e-05
## revenue -1.205e-09
## budget.y -3.661e-10
## genres.yAction, Adventure 7.087e-01
## genres.yAction, Adventure, Animation, Family 5.821e-01
## genres.yAction, Adventure, Comedy 2.939e-01
## genres.yAction, Adventure, Comedy, Family, War 8.945e-01
## genres.yAction, Adventure, Comedy, Science Fiction 1.238e+00
## genres.yAction, Adventure, Crime 9.250e-01
## genres.yAction, Adventure, Crime, Mystery, Thriller 8.350e-01
## genres.yAction, Adventure, Crime, Thriller 2.256e-01
## genres.yAction, Adventure, Drama 6.459e-01
## genres.yAction, Adventure, Drama, Fantasy 1.129e+00
## genres.yAction, Adventure, Drama, History 1.270e+00
## genres.yAction, Adventure, Fantasy, Family 9.392e-01
## genres.yAction, Adventure, Science Fiction 3.995e-01
## genres.yAction, Adventure, Thriller 8.226e-01
## genres.yAction, Animation, Comedy, Family 1.088e+00
## genres.yAction, Animation, Crime, Drama 7.852e-01
## genres.yAction, Animation, Science Fiction 1.408e+00
## genres.yAction, Comedy 4.891e-01
## genres.yAction, Comedy, Crime 6.221e-01
## genres.yAction, Comedy, Drama, Thriller 1.463e+00
## genres.yAction, Comedy, Family 3.134e-01
## genres.yAction, Comedy, Romance 1.979e-01
## genres.yAction, Comedy, Science Fiction 1.056e+00
## genres.yAction, Comedy, Thriller 8.064e-01
## genres.yAction, Comedy, Thriller, Crime 1.453e+00
## genres.yAction, Comedy, War 9.134e-01
## genres.yAction, Crime 3.634e-01
## genres.yAction, Crime, Adventure, Thriller 1.132e+00
## genres.yAction, Crime, Comedy, Drama, Mystery 9.214e-01
## genres.yAction, Crime, Comedy, Mystery 8.943e-01
## genres.yAction, Crime, Drama 5.578e-01
## genres.yAction, Crime, Drama, History, Thriller 1.352e+00
## genres.yAction, Crime, Drama, Thriller 4.118e-01
## genres.yAction, Crime, Science Fiction 1.003e+00
## genres.yAction, Crime, Science Fiction, Drama 8.314e-01
## genres.yAction, Crime, Thriller 5.974e-01
## genres.yAction, Crime, Thriller, Comedy, Drama 1.197e+00
## genres.yAction, Crime, Thriller, Drama 1.173e+00
## genres.yAction, Crime, Thriller, Mystery 3.112e-01
## genres.yAction, Drama 8.170e-01
## genres.yAction, Drama, Crime 1.053e+00
## genres.yAction, Drama, History 1.337e+00
## genres.yAction, Drama, History, War 1.162e+00
## genres.yAction, Drama, Romance 1.303e+00
## genres.yAction, Drama, Thriller 7.074e-01
## genres.yAction, Drama, Thriller, Crime 8.866e-01
## genres.yAction, Drama, War 7.105e-01
## genres.yAction, Fantasy -1.865e-01
## genres.yAction, Fantasy, Adventure -2.593e-01
## genres.yAction, Fantasy, Horror -1.829e-01
## genres.yAction, Fantasy, Horror, Thriller 7.390e-01
## genres.yAction, Fantasy, Romance 8.633e-01
## genres.yAction, Fantasy, Thriller -1.231e-01
## genres.yAction, History 1.219e+00
## genres.yAction, History, Adventure, Drama 1.341e-01
## genres.yAction, Horror, Comedy, Thriller 3.860e-01
## genres.yAction, Horror, Science Fiction 6.371e-02
## genres.yAction, Horror, Thriller 1.359e-01
## genres.yAction, Mystery 1.242e+00
## genres.yAction, Mystery, Thriller 1.122e+00
## genres.yAction, Romance, Animation 1.381e+00
## genres.yAction, Romance, Drama 6.503e+00
## genres.yAction, Science Fiction 1.105e+00
## genres.yAction, Science Fiction, Adventure -1.825e-01
## genres.yAction, Science Fiction, Animation 1.175e+00
## genres.yAction, Science Fiction, Drama 7.600e-01
## genres.yAction, Science Fiction, Fantasy -1.289e+00
## genres.yAction, Science Fiction, Thriller 4.052e-01
## genres.yAction, Science Fiction, Thriller, Crime 9.048e-01
## genres.yAction, Thriller 3.801e-01
## genres.yAction, Thriller, Adventure 5.447e-01
## genres.yAction, Thriller, Comedy 6.207e+00
## genres.yAction, Thriller, Comedy, Adventure 8.529e-01
## genres.yAction, Thriller, Crime 4.882e-01
## genres.yAction, Thriller, Crime, Adventure 7.460e-01
## genres.yAction, Thriller, Crime, Drama 3.184e-02
## genres.yAction, Thriller, Crime, Mystery 7.611e-01
## genres.yAction, Thriller, Drama 7.940e-01
## genres.yAction, Thriller, Horror -2.676e-02
## genres.yAction, Thriller, Mystery 6.946e-01
## genres.yAction, Thriller, Romance, Adventure -1.907e-02
## genres.yAction, Thriller, Science Fiction 7.363e-01
## genres.yAction, Thriller, War 1.008e+00
## genres.yAction, War, Adventure, History, Drama 1.209e+00
## genres.yAction, War, Thriller 5.352e-01
## genres.yAction, Western, Drama, Fantasy, Thriller 3.928e-01
## genres.yAdventure, Action 1.543e-02
## genres.yAdventure, Action, Drama 8.524e-01
## genres.yAdventure, Action, Science Fiction 1.106e-01
## genres.yAdventure, Animation, Comedy -5.866e-01
## genres.yAdventure, Animation, Comedy, Family -6.057e-01
## genres.yAdventure, Comedy 6.023e-01
## genres.yAdventure, Comedy, Drama 1.354e+00
## genres.yAdventure, Comedy, Drama, Horror, Thriller 9.200e-01
## genres.yAdventure, Comedy, Family, Fantasy 6.515e-01
## genres.yAdventure, Comedy, Music 1.246e+00
## genres.yAdventure, Comedy, Romance 2.066e-01
## genres.yAdventure, Comedy, Science Fiction 9.015e-01
## genres.yAdventure, Crime, Family, Comedy -1.007e+00
## genres.yAdventure, Drama 1.065e+00
## genres.yAdventure, Drama, Action 1.437e+00
## genres.yAdventure, Drama, Action, History, War 8.886e-01
## genres.yAdventure, Drama, Family 9.882e-01
## genres.yAdventure, Drama, Fantasy 9.985e-01
## genres.yAdventure, Drama, Romance, Fantasy 9.525e-01
## genres.yAdventure, Drama, Science Fiction 1.075e+00
## genres.yAdventure, Drama, Thriller 1.103e+00
## genres.yAdventure, Family 1.461e-01
## genres.yAdventure, Fantasy, Action 6.666e-01
## genres.yAdventure, Fantasy, Action, Western, Thriller 6.996e-01
## genres.yAdventure, Fantasy, Horror, Mystery -1.224e-01
## genres.yAdventure, History 1.344e+00
## genres.yAdventure, Horror 4.912e-01
## genres.yAdventure, Thriller, Drama 7.790e-01
## genres.yAnimation -1.922e+00
## genres.yAnimation, Adventure, Comedy 5.245e-01
## genres.yAnimation, Adventure, Comedy, Family, Fantasy 7.954e-01
## genres.yAnimation, Adventure, Comedy, Family, Music 8.438e-01
## genres.yAnimation, Adventure, Family 3.302e-01
## genres.yAnimation, Adventure, Family, Comedy 2.593e-01
## genres.yAnimation, Adventure, Family, History, War 5.329e-01
## genres.yAnimation, Adventure, Romance 1.103e-01
## genres.yAnimation, Comedy, Adventure, Family, Science Fiction 1.030e+00
## genres.yAnimation, Comedy, Drama, Family 1.334e+00
## genres.yAnimation, Comedy, Drama, Family, Adventure 1.401e+00
## genres.yAnimation, Comedy, Family 8.953e-01
## genres.yAnimation, Comedy, Family, Adventure 9.045e-01
## genres.yAnimation, Comedy, Family, Fantasy 1.267e+00
## genres.yAnimation, Comedy, Science Fiction 7.160e-01
## genres.yAnimation, Drama 1.305e+00
## genres.yAnimation, Drama, Documentary 1.348e+00
## genres.yAnimation, Drama, Family, History 4.473e-01
## genres.yAnimation, Drama, Fantasy 1.104e+00
## genres.yAnimation, Drama, Mystery, History 1.146e+00
## genres.yAnimation, Drama, Romance, Comedy 1.225e+00
## genres.yAnimation, Family 4.017e-01
## genres.yAnimation, Family, Adventure, Comedy 5.469e-01
## genres.yAnimation, Family, Adventure, Fantasy 5.397e-01
## genres.yAnimation, Family, Comedy -1.863e-01
## genres.yAnimation, Family, Comedy, Adventure 1.358e+00
## genres.yAnimation, Family, Comedy, Adventure, Romance 1.656e-01
## genres.yAnimation, Family, Fantasy, Comedy, Adventure, Mystery 5.605e-01
## genres.yAnimation, Fantasy, Adventure 1.185e+00
## genres.yAnimation, Fantasy, Adventure, Action 8.685e-01
## genres.yAnimation, Fantasy, Drama 7.900e-01
## genres.yAnimation, Music, Documentary 7.713e-01
## genres.yAnimation, Music, Family, Comedy -3.667e-01
## genres.yAnimation, Science Fiction, Action, Mystery 1.333e+00
## genres.yComedy 6.985e-01
## genres.yComedy, Action 9.501e-01
## genres.yComedy, Action, Adventure 6.477e-01
## genres.yComedy, Action, Adventure, Fantasy, Science Fiction 5.961e-01
## genres.yComedy, Action, Crime 7.984e-01
## genres.yComedy, Action, Drama 1.178e+00
## genres.yComedy, Action, Fantasy 3.252e-02
## genres.yComedy, Action, Science Fiction 9.009e-01
## genres.yComedy, Action, Thriller, Fantasy 6.414e-01
## genres.yComedy, Adventure 5.113e-01
## genres.yComedy, Adventure, Action 3.849e-01
## genres.yComedy, Adventure, Animation, Family, Fantasy 9.285e-01
## genres.yComedy, Adventure, Crime, Family 1.191e+00
## genres.yComedy, Adventure, Fantasy 1.159e+00
## genres.yComedy, Adventure, Romance 1.117e+00
## genres.yComedy, Animation 1.310e+00
## genres.yComedy, Crime 7.167e-01
## genres.yComedy, Crime, Action 1.023e+00
## genres.yComedy, Crime, Drama 1.253e+00
## genres.yComedy, Crime, Drama, Thriller 1.341e+00
## genres.yComedy, Crime, Mystery 1.052e+00
## genres.yComedy, Crime, Romance 1.087e+00
## genres.yComedy, Documentary 1.186e+00
## genres.yComedy, Documentary, TV Movie 6.068e-01
## genres.yComedy, Drama 1.127e+00
## genres.yComedy, Drama, Family 1.147e+00
## genres.yComedy, Drama, Family, Music, Romance 9.582e-01
## genres.yComedy, Drama, Fantasy, Horror, Mystery 6.553e-01
## genres.yComedy, Drama, History 1.433e+00
## genres.yComedy, Drama, Music 1.190e+00
## genres.yComedy, Drama, Music, Romance 9.116e-01
## genres.yComedy, Drama, Romance 9.605e-01
## genres.yComedy, Drama, Romance, Adventure 1.090e+00
## genres.yComedy, Drama, Romance, Fantasy, Adventure 9.040e-01
## genres.yComedy, Drama, War 1.314e+00
## genres.yComedy, Family 4.471e-01
## genres.yComedy, Family, Drama 7.575e-01
## genres.yComedy, Family, Fantasy 3.294e-01
## genres.yComedy, Family, Music 4.254e-01
## genres.yComedy, Fantasy 4.524e-01
## genres.yComedy, Fantasy, Adventure, Action 9.264e-01
## genres.yComedy, Fantasy, Horror 4.953e-01
## genres.yComedy, Fantasy, Horror, Science Fiction 1.364e+00
## genres.yComedy, Fantasy, Romance 2.401e-01
## genres.yComedy, Fantasy, Thriller 1.151e+00
## genres.yComedy, History 1.118e+00
## genres.yComedy, Horror 5.824e-01
## genres.yComedy, Horror, Action 6.891e-01
## genres.yComedy, Horror, Mystery 8.348e-01
## genres.yComedy, Horror, Romance 8.280e-01
## genres.yComedy, Horror, Science Fiction 5.583e-01
## genres.yComedy, Horror, Thriller 9.837e-01
## genres.yComedy, Horror, Thriller, Mystery 7.322e-01
## genres.yComedy, Music 7.272e-01
## genres.yComedy, Music, Romance 7.311e-01
## genres.yComedy, Music, War 8.884e-01
## genres.yComedy, Mystery, Crime 6.199e-01
## genres.yComedy, Romance 6.628e-01
## genres.yComedy, Romance, Drama 9.206e-01
## genres.yComedy, Romance, Fantasy, Drama 1.236e+00
## genres.yComedy, Romance, Science Fiction 1.172e+00
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## genres.yComedy, Fantasy, Adventure, Action
## genres.yComedy, Fantasy, Horror
## genres.yComedy, Fantasy, Horror, Science Fiction *
## genres.yComedy, Fantasy, Romance
## genres.yComedy, Fantasy, Thriller .
## genres.yComedy, History .
## genres.yComedy, Horror
## genres.yComedy, Horror, Action
## genres.yComedy, Horror, Mystery
## genres.yComedy, Horror, Romance
## genres.yComedy, Horror, Science Fiction
## genres.yComedy, Horror, Thriller
## genres.yComedy, Horror, Thriller, Mystery
## genres.yComedy, Music
## genres.yComedy, Music, Romance
## genres.yComedy, Music, War
## genres.yComedy, Mystery, Crime
## genres.yComedy, Romance *
## genres.yComedy, Romance, Drama *
## genres.yComedy, Romance, Fantasy, Drama .
## genres.yComedy, Romance, Science Fiction .
## genres.yComedy, Thriller
## genres.yComedy, Thriller, Action, Drama
## genres.yComedy, Thriller, Crime *
## genres.yComedy, War, Drama
## genres.yComedy, Western
## genres.yCrime .
## genres.yCrime, Action
## genres.yCrime, Action, Drama
## genres.yCrime, Action, Mystery, Thriller
## genres.yCrime, Action, Science Fiction
## genres.yCrime, Action, Thriller *
## genres.yCrime, Action, Thriller, Mystery .
## genres.yCrime, Comedy .
## genres.yCrime, Comedy, Action
## genres.yCrime, Comedy, Drama
## genres.yCrime, Comedy, Mystery, Drama .
## genres.yCrime, Documentary ***
## genres.yCrime, Drama **
## genres.yCrime, Drama, Action .
## genres.yCrime, Drama, Action, Thriller *
## genres.yCrime, Drama, Action, Thriller, Science Fiction
## genres.yCrime, Drama, Comedy **
## genres.yCrime, Drama, History, Thriller
## genres.yCrime, Drama, Mystery .
## genres.yCrime, Drama, Mystery, Thriller .
## genres.yCrime, Drama, Romance *
## genres.yCrime, Drama, Thriller **
## genres.yCrime, Drama, Thriller, History .
## genres.yCrime, Drama, Thriller, Mystery *
## genres.yCrime, Drama, Western .
## genres.yCrime, History, Thriller *
## genres.yCrime, Horror
## genres.yCrime, Mystery, Drama .
## genres.yCrime, Mystery, Thriller **
## genres.yCrime, Mystery, Thriller, Action
## genres.yCrime, Mystery, Thriller, Comedy **
## genres.yCrime, Thriller *
## genres.yCrime, Thriller, Comedy .
## genres.yCrime, Thriller, Comedy, Mystery
## genres.yCrime, Thriller, Drama *
## genres.yCrime, Thriller, Horror
## genres.yCrime, Thriller, Mystery .
## genres.yCrime, Thriller, Mystery, Horror
## genres.yDocumentary ***
## genres.yDocumentary, Animation *
## genres.yDocumentary, Crime **
## genres.yDocumentary, Drama *
## genres.yDocumentary, Drama, History **
## genres.yDocumentary, Music **
## genres.yDocumentary, War *
## genres.yDrama ***
## genres.yDrama, Action ***
## genres.yDrama, Action, Adventure, History, War
## genres.yDrama, Action, History
## genres.yDrama, Action, Romance *
## genres.yDrama, Action, Thriller *
## genres.yDrama, Action, Thriller, Crime, War *
## genres.yDrama, Action, Thriller, War
## genres.yDrama, Adventure **
## genres.yDrama, Adventure, Documentary **
## genres.yDrama, Adventure, Family
## genres.yDrama, Adventure, History *
## genres.yDrama, Adventure, Romance
## genres.yDrama, Animation, Romance, War, History *
## genres.yDrama, Comedy **
## genres.yDrama, Comedy, Crime
## genres.yDrama, Comedy, Family *
## genres.yDrama, Comedy, Fantasy
## genres.yDrama, Comedy, History *
## genres.yDrama, Comedy, Romance ***
## genres.yDrama, Comedy, Thriller, History
## genres.yDrama, Comedy, War, History
## genres.yDrama, Comedy, Western .
## genres.yDrama, Crime ***
## genres.yDrama, Crime, Action
## genres.yDrama, Crime, Comedy *
## genres.yDrama, Crime, Family, Mystery *
## genres.yDrama, Crime, History **
## genres.yDrama, Crime, Thriller *
## genres.yDrama, Family *
## genres.yDrama, Family, Fantasy .
## genres.yDrama, Family, Music
## genres.yDrama, Family, Romance
## genres.yDrama, Fantasy **
## genres.yDrama, Fantasy, Comedy *
## genres.yDrama, Fantasy, Family *
## genres.yDrama, Fantasy, Mystery, Romance
## genres.yDrama, Fantasy, Romance .
## genres.yDrama, Fantasy, Romance, Horror .
## genres.yDrama, Fantasy, Science Fiction
## genres.yDrama, Fantasy, Thriller
## genres.yDrama, History **
## genres.yDrama, History, Crime, Thriller .
## genres.yDrama, History, Documentary .
## genres.yDrama, History, Romance *
## genres.yDrama, History, Thriller *
## genres.yDrama, History, War **
## genres.yDrama, Horror .
## genres.yDrama, Horror, Crime, Thriller
## genres.yDrama, Horror, Fantasy
## genres.yDrama, Horror, Mystery *
## genres.yDrama, Horror, Mystery, Thriller .
## genres.yDrama, Horror, Romance
## genres.yDrama, Horror, Science Fiction .
## genres.yDrama, Horror, Thriller .
## genres.yDrama, Music **
## genres.yDrama, Music, Family *
## genres.yDrama, Music, History *
## genres.yDrama, Music, Romance **
## genres.yDrama, Music, Romance, Comedy
## genres.yDrama, Mystery **
## genres.yDrama, Mystery, Comedy
## genres.yDrama, Mystery, Romance .
## genres.yDrama, Mystery, Romance, Thriller
## genres.yDrama, Mystery, Thriller **
## genres.yDrama, Romance **
## genres.yDrama, Romance, Comedy **
## genres.yDrama, Romance, Crime .
## genres.yDrama, Romance, Fantasy
## genres.yDrama, Romance, History **
## genres.yDrama, Romance, Music *
## genres.yDrama, Romance, Science Fiction *
## genres.yDrama, Romance, Thriller .
## genres.yDrama, Romance, War
## genres.yDrama, Science Fiction *
## genres.yDrama, Science Fiction, Animation
## genres.yDrama, Science Fiction, Thriller
## genres.yDrama, Thriller **
## genres.yDrama, Thriller, Action
## genres.yDrama, Thriller, Action, Mystery
## genres.yDrama, Thriller, Comedy **
## genres.yDrama, Thriller, Crime **
## genres.yDrama, Thriller, History *
## genres.yDrama, Thriller, Horror .
## genres.yDrama, Thriller, Mystery **
## genres.yDrama, Thriller, Mystery, Action
## genres.yDrama, Thriller, Romance
## genres.yDrama, Thriller, Science Fiction .
## genres.yDrama, Thriller, Science Fiction, Mystery
## genres.yDrama, Thriller, War
## genres.yDrama, Thriller, Western *
## genres.yDrama, War ***
## genres.yDrama, War, Mystery *
## genres.yDrama, War, Thriller *
## genres.yDrama, Western *
## genres.yDrama, Western, Adventure
## genres.yDrama, Western, History *
## genres.yFamily, Adventure, Drama
## genres.yFamily, Adventure, Fantasy, Comedy
## genres.yFamily, Adventure, Science Fiction
## genres.yFamily, Animation
## genres.yFamily, Animation, Adventure, Comedy .
## genres.yFamily, Animation, Adventure, Fantasy
## genres.yFamily, Animation, Comedy .
## genres.yFamily, Animation, Comedy, Action
## genres.yFamily, Animation, Comedy, Adventure **
## genres.yFamily, Animation, Fantasy *
## genres.yFamily, Animation, Fantasy, Adventure, Comedy
## genres.yFamily, Comedy
## genres.yFamily, Comedy, Animation, Adventure
## genres.yFamily, Drama *
## genres.yFantasy, Action, Adventure
## genres.yFantasy, Action, Horror .
## genres.yFantasy, Action, Mystery
## genres.yFantasy, Action, Science Fiction
## genres.yFantasy, Action, Thriller
## genres.yFantasy, Adventure, Action *
## genres.yFantasy, Adventure, Action, Mystery .
## genres.yFantasy, Adventure, Family
## genres.yFantasy, Comedy
## genres.yFantasy, Comedy, Drama
## genres.yFantasy, Comedy, Family
## genres.yFantasy, Drama .
## genres.yFantasy, Drama, Comedy, Family
## genres.yFantasy, Drama, Romance
## genres.yFantasy, Family, Comedy
## genres.yFantasy, Horror .
## genres.yFantasy, Horror, Action
## genres.yFantasy, Horror, Action, Adventure
## genres.yFantasy, Horror, Drama, Thriller .
## genres.yFantasy, Horror, Mystery
## genres.yFantasy, Horror, Thriller
## genres.yFantasy, Science Fiction, Comedy .
## genres.yFantasy, Thriller, Action, Crime
## genres.yHistory, Comedy, Drama *
## genres.yHistory, Drama **
## genres.yHistory, Drama, Action, Thriller .
## genres.yHistory, Drama, Music
## genres.yHistory, Drama, Mystery, Thriller *
## genres.yHistory, Drama, Romance **
## genres.yHistory, Drama, Thriller
## genres.yHistory, Music *
## genres.yHistory, Romance, Drama
## genres.yHorror
## genres.yHorror, Action
## genres.yHorror, Action, Comedy *
## genres.yHorror, Action, Drama .
## genres.yHorror, Action, Fantasy
## genres.yHorror, Action, Science Fiction
## genres.yHorror, Action, Thriller
## genres.yHorror, Action, Thriller, Adventure
## genres.yHorror, Action, Thriller, Science Fiction
## genres.yHorror, Action, War
## genres.yHorror, Adventure, Fantasy
## genres.yHorror, Adventure, Mystery
## genres.yHorror, Comedy *
## genres.yHorror, Comedy, Fantasy
## genres.yHorror, Comedy, Romance
## genres.yHorror, Comedy, Thriller
## genres.yHorror, Drama
## genres.yHorror, Drama, Mystery
## genres.yHorror, Drama, Thriller .
## genres.yHorror, Fantasy
## genres.yHorror, Fantasy, Action
## genres.yHorror, Fantasy, Drama
## genres.yHorror, Mystery
## genres.yHorror, Mystery, Crime
## genres.yHorror, Mystery, Drama
## genres.yHorror, Mystery, Science Fiction
## genres.yHorror, Mystery, Thriller
## genres.yHorror, Mystery, Thriller, Comedy
## genres.yHorror, Romance, Mystery, Thriller
## genres.yHorror, Science Fiction .
## genres.yHorror, Science Fiction, Action, Adventure
## genres.yHorror, Science Fiction, Mystery
## genres.yHorror, Science Fiction, Mystery, Thriller .
## genres.yHorror, Science Fiction, Thriller .
## genres.yHorror, Science Fiction, Thriller, Mystery
## genres.yHorror, Thriller
## genres.yHorror, Thriller, Action
## genres.yHorror, Thriller, Action, Drama
## genres.yHorror, Thriller, Comedy
## genres.yHorror, Thriller, Crime
## genres.yHorror, Thriller, Drama
## genres.yHorror, Thriller, Fantasy .
## genres.yHorror, Thriller, Mystery .
## genres.yHorror, Thriller, Science Fiction
## genres.yHorror, War, Science Fiction
## genres.yMusic
## genres.yMusic, Comedy, Drama *
## genres.yMusic, Comedy, Drama, Family
## genres.yMusic, Documentary, Family ***
## genres.yMusic, Drama
## genres.yMusic, Drama, Comedy *
## genres.yMusic, Drama, History
## genres.yMusic, Drama, Romance
## genres.yMusic, Family, Drama
## genres.yMusic, Fantasy
## genres.yMusic, History, Drama
## genres.yMystery, Adventure, Crime
## genres.yMystery, Comedy, Crime *
## genres.yMystery, Drama, Crime, Thriller .
## genres.yMystery, Drama, Romance
## genres.yMystery, Drama, Thriller
## genres.yMystery, Horror, Action .
## genres.yMystery, Horror, Thriller
## genres.yMystery, Thriller
## genres.yMystery, Thriller, Action .
## genres.yMystery, Thriller, Crime
## genres.yMystery, Thriller, Drama, Science Fiction
## genres.yMystery, Western, Thriller
## genres.yRomance, Adventure, Fantasy, Comedy
## genres.yRomance, Adventure, Science Fiction, Drama
## genres.yRomance, Comedy .
## genres.yRomance, Comedy, Drama **
## genres.yRomance, Comedy, Fantasy, Horror
## genres.yRomance, Comedy, Horror
## genres.yRomance, Comedy, Music
## genres.yRomance, Crime, Drama
## genres.yRomance, Drama *
## genres.yRomance, Drama, Comedy *
## genres.yRomance, Drama, History *
## genres.yRomance, Drama, Music
## genres.yRomance, Drama, Thriller, Crime *
## genres.yRomance, Drama, War *
## genres.yRomance, Drama, Western
## genres.yRomance, Fantasy
## genres.yRomance, Fantasy, Drama
## genres.yRomance, Fantasy, Horror
## genres.yRomance, Horror, Comedy, Thriller
## genres.yRomance, Music, Drama *
## genres.yRomance, Science Fiction .
## genres.yRomance, Science Fiction, Drama
## genres.yRomance, Science Fiction, Drama, Fantasy
## genres.yRomance, Thriller
## genres.yRomance, Thriller, Drama .
## genres.yScience Fiction
## genres.yScience Fiction, Action, Adventure, Drama
## genres.yScience Fiction, Action, Adventure, Family
## genres.yScience Fiction, Action, Adventure, Thriller .
## genres.yScience Fiction, Action, Thriller
## genres.yScience Fiction, Adventure, Action
## genres.yScience Fiction, Comedy, Adventure .
## genres.yScience Fiction, Comedy, Drama
## genres.yScience Fiction, Comedy, Drama, Crime .
## genres.yScience Fiction, Drama
## genres.yScience Fiction, Drama, Mystery
## genres.yScience Fiction, Drama, Mystery, Thriller, Horror .
## genres.yScience Fiction, Drama, Thriller
## genres.yScience Fiction, Horror
## genres.yScience Fiction, Horror, Action *
## genres.yScience Fiction, Horror, Mystery .
## genres.yScience Fiction, Horror, Thriller
## genres.yScience Fiction, Mystery, Thriller, Action
## genres.yScience Fiction, Romance, Comedy *
## genres.yScience Fiction, Thriller
## genres.yScience Fiction, Thriller, Drama
## genres.yScience Fiction, Thriller, Horror .
## genres.yScience Fiction, Thriller, Mystery, Horror
## genres.yScience Fiction, Thriller, Romance .
## genres.yThriller *
## genres.yThriller, Action
## genres.yThriller, Action, Adventure
## genres.yThriller, Action, Comedy, Crime *
## genres.yThriller, Action, Crime
## genres.yThriller, Action, Crime, Drama
## genres.yThriller, Action, Drama .
## genres.yThriller, Action, Drama, Crime .
## genres.yThriller, Action, Horror, Adventure
## genres.yThriller, Action, Mystery
## genres.yThriller, Action, Romance **
## genres.yThriller, Action, Science Fiction
## genres.yThriller, Adventure
## genres.yThriller, Adventure, Animation, Comedy, Fantasy, Science Fiction *
## genres.yThriller, Comedy, Action *
## genres.yThriller, Comedy, Crime
## genres.yThriller, Comedy, Drama
## genres.yThriller, Comedy, Horror ***
## genres.yThriller, Crime
## genres.yThriller, Crime, Action *
## genres.yThriller, Crime, Drama **
## genres.yThriller, Crime, Drama, Action .
## genres.yThriller, Crime, Drama, Action, Comedy
## genres.yThriller, Crime, Drama, Horror .
## genres.yThriller, Crime, Drama, Mystery *
## genres.yThriller, Crime, Horror .
## genres.yThriller, Drama **
## genres.yThriller, Drama, Action ***
## genres.yThriller, Drama, Action, Comedy, Crime, Mystery
## genres.yThriller, Drama, Action, Crime
## genres.yThriller, Drama, Action, Mystery
## genres.yThriller, Drama, Crime **
## genres.yThriller, Drama, Fantasy, Mystery, Horror
## genres.yThriller, Drama, Horror
## genres.yThriller, Drama, Mystery
## genres.yThriller, Drama, Romance
## genres.yThriller, Horror
## genres.yThriller, Horror, Comedy
## genres.yThriller, Horror, Crime, Mystery
## genres.yThriller, Horror, Drama
## genres.yThriller, Horror, Fantasy
## genres.yThriller, Mystery *
## genres.yThriller, Mystery, Crime *
## genres.yThriller, Mystery, Crime, Drama .
## genres.yThriller, Mystery, Drama .
## genres.yThriller, Mystery, Drama, Crime .
## genres.yThriller, Mystery, Horror ***
## genres.yThriller, Mystery, Romance .
## genres.yThriller, Mystery, Science Fiction **
## genres.yThriller, Romance .
## genres.yThriller, Romance, Adventure
## genres.yThriller, Science Fiction .
## genres.yThriller, Science Fiction, Action, Crime, Drama
## genres.yThriller, Science Fiction, Drama, Horror
## genres.yWar .
## genres.yWar, Action, Drama .
## genres.yWar, Action, History, Drama, Thriller .
## genres.yWar, Drama **
## genres.yWar, Drama, Action, History .
## genres.yWar, Drama, History
## genres.yWar, Drama, History, Romance
## genres.yWar, Drama, Romance
## genres.yWar, Drama, Thriller *
## genres.yWar, History, Drama *
## genres.yWestern, Action, Drama
## genres.yWestern, Crime, Drama *
## genres.yWestern, Drama *
## genres.yWestern, Drama, Action
## genres.yWestern, Drama, Comedy .
## genres.yWestern, Drama, Thriller *
## genres.yWestern, Thriller .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5554 on 1332 degrees of freedom
## Multiple R-squared: 0.7608, Adjusted R-squared: 0.6539
## F-statistic: 7.12 on 595 and 1332 DF, p-value: < 2.2e-16# 计算回归模型的残差
residuals <- model$residuals
# 绘制残差图
plot(model$fitted.values, residuals,
main = "Residuals vs Fitted Values",
xlab = "Fitted Values",
ylab = "Residuals",
pch = 20, col = "blue")
abline(h = 0, col = "red") # 添加水平线
# 绘制实际值与拟合值的对比图
plot(target, model$fitted.values,
main = "Actual vs Fitted Values",
xlab = "Actual IMDb Rating",
ylab = "Fitted IMDb Rating",
pch = 20, col = "blue")
abline(0, 1, col = "red") # 添加45度线，表示完美预测
# 获取回归模型的系数
coefficients <- coef(model)
# 创建一个条形图展示回归系数
barplot(coefficients[-1], # 排除截距项
main = "Regression Coefficients",
col = "lightblue",
ylab = "Coefficient Value",
names.arg = names(coefficients)[-1], # 排除截距项
las = 2) # 使x轴标签倾斜
# 计算 R² 和 MSE
R_squared <- summary(model)$r.squared
MSE <- mean(residuals^2)
# 输出
cat("R-squared:", R_squared, "\n")## R-squared: 0.7607865cat("Mean Squared Error (MSE):", MSE, "\n")## Mean Squared Error (MSE): 0.2131238C-4. 数据预处理与标准化
接下来，我们从合并后的数据集中选择与评分、人气、票房相关的列，并对其进行标准化处理。
# 选择聚类分析所需的变量
cluster_data <- merged_data[, c("rating.x", "rating.y", "popularity", "gross_worldwide", "revenue")]
# 处理缺失值，删除包含缺失值的行
cluster_data <- na.omit(cluster_data)
# 标准化数据
cluster_data_scaled <- scale(cluster_data)我们使用 K-means 聚类算法对数据进行聚类。假设我们选择 3 个簇进行聚类分析。
# 设置随机种子，确保结果可重现
set.seed(123)
# 进行 K-means 聚类
kmeans_result <- kmeans(cluster_data_scaled, centers = 3, nstart = 25)
# 查看聚类结果
kmeans_result$cluster## 4 5 6 8 13 15 17 18 19 22 24 26 28 31 37 38
## 1 3 3 3 1 2 3 2 1 2 3 2 2 2 2 3
## 39 41 45 46 48 49 51 55 57 58 60 61 63 64 67 69
## 1 2 1 3 3 3 3 1 1 3 3 3 2 2 3 1
## 72 73 75 76 77 78 80 81 86 89 92 94 99 101 104 107
## 2 3 3 1 2 1 2 2 2 2 1 2 3 2 3 1
## 108 109 112 113 122 123 124 125 126 128 130 131 132 133 134 135
## 3 1 2 3 2 1 1 1 2 1 2 2 2 2 3 1
## 139 141 145 148 151 153 156 157 162 165 166 167 168 176 179 181
## 2 2 2 2 1 3 2 3 3 2 3 1 2 3 3 1
## 182 184 185 186 187 188 189 194 197 198 199 202 203 204 205 208
## 2 2 2 2 1 3 1 3 2 1 3 3 3 3 1 2
## 210 211 221 222 235 236 238 239 244 249 253 255 258 261 264 269
## 3 1 1 3 3 2 3 1 3 2 1 2 2 2 1 3
## 271 272 273 274 275 279 280 281 287 289 294 303 306 308 315 320
## 3 3 3 3 2 1 3 2 1 1 1 3 2 2 2 2
## 321 323 327 331 334 335 339 341 342 343 344 345 346 349 353 365
## 2 3 2 2 2 1 2 2 2 2 1 2 3 2 2 3
## 368 371 372 376 378 379 380 385 386 387 392 395 399 400 401 406
## 2 2 2 2 3 2 3 2 2 2 3 3 2 2 3 1
## 411 413 414 417 420 421 423 425 426 427 428 433 440 441 449 451
## 3 1 1 2 3 1 2 1 3 2 3 2 3 3 1 3
## 453 454 455 457 463 465 467 471 473 482 486 488 490 492 495 496
## 2 1 2 2 3 2 2 3 3 3 2 1 2 2 2 2
## 497 504 505 506 507 508 509 511 512 513 520 521 523 525 526 527
## 3 2 3 3 2 2 2 2 2 1 2 3 3 2 2 2
## 530 531 538 540 542 543 545 547 550 551 554 557 563 566 575 576
## 2 3 2 2 3 3 2 2 3 2 3 3 3 2 2 2
## 578 579 583 585 587 591 595 596 603 607 608 611 612 618 620 621
## 2 1 3 2 1 3 2 3 3 1 2 2 3 2 1 3
## 624 627 629 630 631 633 639 641 642 643 652 655 661 664 666 668
## 3 3 2 1 2 1 1 2 2 2 1 2 2 1 2 3
## 669 670 671 673 679 680 681 682 683 691 693 695 696 702 704 711
## 1 1 3 2 3 3 2 2 2 2 2 3 3 3 1 2
## 714 719 720 721 727 729 730 732 738 743 745 746 749 751 752 758
## 1 3 3 3 3 1 2 2 3 3 2 2 3 2 1 3
## 759 761 763 764 765 769 770 772 774 775 778 779 781 788 791 792
## 2 3 2 3 2 2 2 2 2 2 1 2 1 2 1 3
## 793 795 796 797 803 808 813 814 815 823 824 826 828 830 834 836
## 3 2 2 1 3 2 3 2 3 2 3 2 3 1 1 1
## 837 841 844 846 849 860 862 863 864 865 874 875 878 882 883 887
## 1 2 2 2 3 2 2 3 2 3 1 3 2 2 1 3
## 888 890 893 896 901 903 904 905 907 911 912 915 916 918 919 920
## 3 3 2 3 3 3 1 3 2 2 3 1 2 1 3 1
## 921 922 936 937 939 943 945 946 947 954 956 958 959 960 964 966
## 2 3 3 1 2 1 2 3 2 1 2 3 3 2 2 3
## 967 968 969 971 973 981 986 987 988 990 991 994 996 998 1000 1002
## 3 3 3 2 1 3 3 2 1 3 2 3 2 3 3 2
## 1003 1004 1007 1009 1013 1015 1019 1021 1023 1025 1027 1029 1032 1044 1047 1048
## 2 3 3 3 2 3 3 3 2 2 3 2 3 2 2 3
## 1053 1054 1059 1061 1065 1066 1068 1075 1078 1080 1084 1085 1089 1090 1091 1098
## 3 1 3 2 2 3 2 2 1 1 1 2 2 3 3 3
## 1106 1108 1109 1114 1115 1116 1118 1119 1121 1134 1135 1141 1148 1149 1152 1153
## 2 1 3 3 3 1 1 3 3 2 1 3 2 1 1 2
## 1154 1155 1156 1158 1159 1161 1162 1163 1167 1173 1176 1177 1178 1184 1185 1187
## 1 2 2 1 1 2 2 3 2 1 2 1 3 1 3 2
## 1190 1193 1195 1197 1200 1201 1202 1203 1208 1209 1212 1218 1219 1221 1222 1223
## 1 1 2 3 2 3 1 3 2 3 2 1 3 2 1 2
## 1225 1232 1233 1235 1244 1245 1246 1252 1255 1256 1257 1258 1264 1267 1273 1276
## 3 2 3 2 2 3 3 2 3 2 2 2 1 2 2 1
## 1279 1280 1281 1286 1288 1291 1292 1299 1300 1302 1303 1304 1305 1308 1309 1315
## 3 3 2 1 3 1 2 3 2 3 2 2 2 1 1 2
## 1317 1319 1321 1323 1328 1329 1333 1334 1340 1347 1349 1353 1356 1360 1362 1367
## 3 2 1 2 2 2 3 2 2 3 2 3 2 3 2 2
## 1374 1379 1384 1386 1387 1396 1403 1404 1409 1410 1411 1417 1418 1420 1421 1422
## 1 3 2 2 2 2 2 3 3 3 1 3 2 1 2 2
## 1423 1426 1427 1432 1434 1435 1441 1444 1447 1453 1457 1461 1463 1465 1467 1468
## 2 3 2 1 3 2 3 2 3 2 3 1 2 3 2 1
## 1471 1472 1473 1477 1480 1481 1483 1484 1489 1491 1493 1496 1503 1506 1508 1510
## 2 2 3 3 2 1 2 1 2 3 2 3 2 1 1 2
## 1514 1519 1520 1521 1523 1528 1536 1539 1542 1544 1549 1554 1557 1561 1563 1567
## 2 1 1 2 3 1 2 2 3 3 2 3 2 2 2 3
## 1568 1572 1573 1574 1578 1582 1583 1584 1585 1597 1599 1607 1609 1615 1616 1618
## 3 3 2 2 1 1 2 2 3 1 2 2 2 1 3 2
## 1620 1622 1623 1627 1635 1636 1642 1647 1651 1652 1655 1660 1662 1666 1667 1670
## 1 2 2 2 1 3 2 2 3 3 3 1 1 1 1 3
## 1671 1672 1677 1680 1681 1682 1683 1690 1692 1693 1698 1699 1704 1707 1710 1711
## 2 1 2 3 1 1 2 2 2 2 3 2 3 2 3 2
## 1713 1714 1716 1719 1720 1721 1723 1724 1725 1728 1732 1733 1735 1736 1739 1740
## 2 2 1 3 3 3 2 3 3 2 3 2 2 1 1 1
## 1741 1744 1745 1748 1750 1755 1759 1761 1763 1770 1773 1776 1777 1780 1781 1782
## 1 2 2 3 3 2 2 1 3 3 3 3 3 1 3 2
## 1785 1790 1792 1796 1799 1800 1801 1802 1803 1807 1808 1816 1817 1819 1820 1834
## 3 1 2 1 2 3 1 3 3 3 3 2 2 2 1 2
## 1836 1842 1850 1852 1857 1858 1859 1861 1864 1867 1868 1869 1870 1877 1879 1880
## 2 2 2 2 1 3 1 3 2 2 3 2 2 2 3 2
## 1881 1890 1894 1895 1898 1899 1901 1902 1909 1915 1917 1919 1924 1925 1939 1942
## 3 2 2 1 3 3 3 2 2 2 3 2 3 2 2 2
## 1943 1948 1949 1953 1956 1957 1961 1963 1966 1972 1980 1981 1986 1987 1991 1996
## 2 2 2 1 1 1 2 3 3 2 3 2 3 1 3 2
## 2000 2002 2010 2012 2020 2024 2025 2027 2028 2031 2034 2036 2039 2041 2046 2052
## 1 2 1 2 3 3 2 3 1 2 1 2 3 3 1 1
## 2056 2059 2063 2066 2068 2071 2074 2076 2079 2086 2087 2089 2090 2093 2094 2095
## 3 2 1 3 2 3 2 2 3 2 3 2 2 1 3 2
## 2108 2111 2113 2114 2116 2117 2122 2123 2124 2125 2126 2128 2130 2139 2141 2143
## 2 3 3 3 2 2 1 1 2 2 3 2 2 3 3 2
## 2146 2147 2160 2162 2163 2165 2167 2170 2172 2178 2179 2184 2186 2188 2189 2194
## 2 2 3 1 3 2 1 1 2 2 3 2 2 2 2 2
## 2195 2197 2199 2202 2203 2204 2208 2209 2210 2216 2217 2218 2219 2220 2221 2222
## 2 3 1 2 2 1 2 2 3 2 2 1 3 2 2 3
## 2225 2226 2230 2232 2235 2237 2238 2239 2242 2247 2248 2250 2252 2254 2255 2258
## 2 2 3 2 3 2 1 2 3 2 1 3 3 2 1 2
## 2259 2260 2261 2264 2265 2268 2270 2276 2277 2278 2292 2295 2299 2302 2303 2305
## 2 1 3 2 2 3 1 3 2 2 3 2 2 2 3 2
## 2307 2317 2319 2322 2323 2328 2329 2337 2342 2344 2346 2347 2348 2349 2352 2356
## 2 3 2 3 3 2 2 2 2 3 2 2 2 1 2 2
## 2359 2361 2365 2366 2370 2371 2373 2375 2377 2379 2380 2394 2400 2404 2406 2407
## 3 2 3 3 1 3 3 3 2 2 2 3 1 1 2 3
## 2408 2409 2410 2416 2420 2423 2424 2429 2431 2433 2434 2435 2440 2445 2448 2451
## 2 3 2 3 2 1 1 3 1 1 3 2 3 2 3 3
## 2452 2454 2455 2456 2457 2459 2464 2465 2466 2474 2475 2476 2477 2479 2487 2495
## 2 2 2 2 3 3 2 2 2 1 2 2 2 2 1 2
## 2496 2497 2498 2499 2500 2501 2505 2507 2511 2512 2515 2516 2522 2525 2529 2530
## 2 3 2 2 3 2 2 2 1 1 3 3 2 3 2 2
## 2535 2545 2548 2549 2550 2552 2555 2556 2557 2558 2561 2566 2573 2577 2579 2586
## 2 2 3 2 2 2 1 1 3 2 3 2 3 2 2 3
## 2595 2597 2599 2600 2601 2602 2604 2605 2606 2614 2617 2618 2620 2621 2624 2625
## 1 3 3 1 3 1 2 2 2 3 2 3 2 2 1 1
## 2629 2630 2634 2637 2639 2640 2643 2646 2649 2651 2657 2658 2663 2668 2669 2674
## 3 1 1 3 2 3 2 3 2 2 2 2 1 3 2 1
## 2676 2678 2690 2692 2694 2697 2698 2703 2706 2718 2720 2722 2724 2726 2728 2729
## 3 2 2 1 2 2 2 3 2 2 2 2 1 1 3 2
## 2730 2733 2736 2737 2738 2739 2744 2746 2750 2751 2753 2759 2761 2762 2766 2775
## 2 2 1 2 2 2 1 3 2 2 1 1 1 2 2 1
## 2780 2781 2785 2793 2794 2795 2796 2797 2799 2808 2815 2816 2821 2822 2823 2831
## 3 2 3 3 3 3 3 2 3 2 2 2 2 2 1 1
## 2835 2838 2843 2851 2852 2853 2855 2859 2862 2864 2865 2866 2867 2870 2871 2878
## 3 2 3 2 1 1 3 1 2 3 2 2 2 2 2 3
## 2879 2880 2882 2884 2887 2888 2889 2891 2893 2900 2904 2907 2908 2909 2920 2929
## 2 2 2 2 1 1 3 3 2 2 2 1 2 2 1 1
## 2930 2931 2933 2936 2938 2943 2944 2945 2947 2948 2949 2951 2952 2953 2959 2960
## 1 2 3 2 3 1 1 1 1 2 3 1 2 2 2 2
## 2962 2964 2965 2966 2970 2972 2976 2981 2982 2983 2989 2990 2991 2994 3000 3001
## 2 2 1 2 3 3 3 3 2 1 2 2 3 1 2 3
## 3003 3004 3007 3009 3011 3016 3017 3020 3021 3022 3026 3033 3037 3038 3041 3042
## 2 1 3 2 2 2 2 3 1 3 1 1 3 1 2 2
## 3044 3048 3052 3054 3056 3058 3059 3061 3064 3067 3069 3070 3072 3075 3079 3080
## 2 3 1 2 1 2 2 2 3 3 1 2 2 3 3 1
## 3082 3084 3085 3088 3092 3093 3096 3098 3106 3111 3114 3116 3118 3119 3120 3121
## 3 2 1 2 1 3 2 3 2 3 1 2 3 2 2 2
## 3126 3127 3130 3131 3134 3136 3140 3143 3145 3148 3149 3151 3152 3158 3160 3177
## 3 3 2 2 3 3 1 1 2 3 2 3 2 1 2 3
## 3180 3182 3185 3186 3188 3190 3191 3194 3195 3202 3203 3208 3210 3211 3216 3219
## 1 2 3 1 2 3 2 2 2 3 2 3 2 2 3 2
## 3220 3225 3226 3228 3230 3233 3235 3236 3239 3242 3253 3255 3257 3259 3264 3268
## 2 2 3 1 1 2 3 1 3 1 2 3 3 2 2 2
## 3272 3273 3276 3279 3280 3281 3282 3286 3288 3290 3291 3296 3297 3298 3299 3303
## 2 3 3 2 2 3 3 1 1 1 2 3 3 2 1 2
## 3307 3310 3312 3313 3314 3318 3319 3320 3321 3323 3326 3327 3331 3334 3338 3343
## 2 3 2 2 2 1 1 2 2 2 3 1 1 1 1 2
## 3346 3349 3351 3353 3354 3356 3359 3360 3361 3362 3364 3370 3371 3374 3375 3379
## 1 1 1 1 2 1 2 2 3 2 1 3 3 3 2 1
## 3380 3384 3385 3386 3388 3389 3392 3393 3398 3399 3400 3407 3410 3412 3414 3416
## 2 3 2 2 3 2 3 1 2 1 1 2 2 3 3 3
## 3419 3420 3424 3425 3427 3429 3431 3432 3434 3449 3450 3453 3462 3465 3466 3467
## 1 1 1 2 2 2 3 3 3 1 3 1 3 3 2 3
## 3471 3474 3475 3476 3477 3479 3482 3485 3488 3492 3494 3495 3498 3499 3500 3503
## 3 3 2 2 3 2 2 2 2 3 1 3 2 1 1 3
## 3507 3510 3512 3514 3515 3517 3518 3526 3527 3531 3536 3537 3541 3542 3543 3548
## 1 3 3 1 2 2 3 2 2 2 2 2 1 1 3 3
## 3549 3550 3551 3556 3565 3570 3576 3577 3578 3579 3585 3592 3594 3596 3601 3602
## 2 1 2 2 2 1 1 2 2 3 3 1 2 2 2 3
## 3603 3604 3614 3615 3616 3617 3618 3624 3628 3633 3635 3637 3640 3641 3643 3646
## 3 3 3 3 2 2 2 3 2 2 2 2 2 3 2 3
## 3648 3655 3657 3667 3668 3675 3676 3678 3679 3683 3685 3689 3690 3693 3695 3696
## 3 3 2 3 2 2 3 1 3 3 2 1 2 3 1 2
## 3697 3699 3701 3715 3717 3721 3725 3727 3728 3729 3730 3737 3738 3739 3742 3743
## 2 2 3 3 3 3 2 2 1 3 2 2 1 3 1 3
## 3744 3746 3747 3752 3757 3759 3763 3765 3767 3769 3772 3773 3777 3778 3779 3780
## 2 3 1 2 1 3 1 1 3 2 1 3 2 3 3 2
## 3781 3784 3787 3788 3791 3792 3794 3795 3811 3813 3816 3818 3819 3820 3821 3822
## 2 2 1 2 2 2 2 2 3 2 2 3 3 1 2 1
## 3823 3824 3825 3828 3830 3831 3833 3834 3836 3839 3841 3842 3844 3845 3846 3847
## 2 2 2 2 1 1 3 3 2 3 2 1 2 1 1 2
## 3848 3853 3854 3857 3859 3860 3861 3864 3867 3869 3873 3876 3879 3880 3884 3886
## 1 1 1 3 1 2 3 3 1 2 3 1 3 3 3 3
## 3888 3889 3892 3899 3904 3905 3909 3910 3912 3913 3914 3915 3920 3921 3922 3923
## 2 2 1 3 3 2 3 3 1 2 2 2 2 3 3 1
## 3926 3928 3931 3933 3935 3936 3937 3938 3940 3942 3943 3944 3945 3950 3952 3957
## 1 2 3 1 3 3 2 1 2 1 3 2 3 3 2 2
## 3958 3960 3969 3970 3972 3973 3975 3983 3984 3985 3994 3995 3996 3998 3999 4001
## 2 3 3 1 2 3 2 2 3 2 3 2 2 2 2 2
## 4002 4003 4005 4013 4024 4029 4030 4031 4033 4037 4038 4041 4043 4048 4050 4052
## 2 2 2 3 3 2 3 2 3 2 3 2 1 2 2 1
## 4054 4055 4056 4057 4059 4061 4064 4066 4068 4071 4072 4074 4076 4078 4083 4084
## 2 3 1 3 2 1 2 1 2 3 1 2 2 2 3 3
## 4085 4087 4090 4091 4093 4096 4103 4104 4105 4110 4113 4114 4115 4120 4124 4129
## 3 3 2 1 1 3 1 2 3 2 3 2 2 1 2 2
## 4132 4133 4136 4137 4138 4139 4140 4143 4146 4151 4153 4159 4167 4169 4170 4171
## 3 2 3 2 2 3 3 3 2 3 2 2 2 2 2 1
## 4172 4174 4175 4180 4186 4187 4191 4192 4195 4197 4198 4201 4202 4206 4208 4209
## 3 2 1 1 2 2 3 1 2 1 2 3 2 3 2 2
## 4211 4212 4213 4217 4221 4223 4224 4229 4231 4232 4235 4239 4240 4242 4244 4245
## 3 2 2 2 2 3 3 3 2 1 1 3 3 3 2 3
## 4248 4249 4250 4254 4256 4258 4264 4266 4270 4272 4274 4275 4276 4277 4284 4286
## 3 3 3 2 2 3 3 2 2 3 1 3 3 3 2 1
## 4287 4291 4294 4295 4296 4297 4306 4307 4310 4311 4312 4321 4322 4323 4325 4328
## 2 2 2 3 2 3 3 2 2 2 1 2 2 2 1 2
## 4329 4340 4341 4344 4355 4356 4357 4359 4363 4364 4366 4370 4374 4375 4379 4381
## 2 1 2 3 2 3 2 2 3 2 2 1 1 3 2 2
## 4382 4385 4388 4389 4390 4393 4396 4400 4401 4406 4409 4412 4414 4417 4418 4419
## 2 3 3 2 1 3 1 1 3 2 2 2 2 1 1 1
## 4421 4422 4424 4426 4430 4431 4434 4439 4441 4446 4451 4453 4462 4467 4468 4472
## 2 2 2 2 1 1 1 3 2 2 2 2 3 2 2 1
## 4473 4474 4475 4477 4481 4489 4490 4491 4494 4495 4498 4505 4506 4510 4514 4515
## 2 3 2 2 2 1 1 3 3 2 2 3 2 2 1 1
## 4516 4517 4519 4521 4523 4525 4527 4528 4534 4535 4541 4544 4548 4549 4551 4552
## 1 3 2 3 2 2 2 2 3 2 3 1 2 3 3 2
## 4556 4557 4558 4559 4561 4565 4566 4571 4572 4578 4584 4586 4589 4592 4593 4594
## 2 3 3 2 3 2 2 2 2 2 2 1 1 3 3 2
## 4598 4599 4600 4603 4607 4610 4611 4617 4619 4620 4623 4624 4625 4628 4632 4634
## 3 2 3 2 3 2 3 2 2 2 1 1 2 2 3 3
## 4636 4637 4639 4643 4648 4654 4658 4660 4663 4668 4671 4673 4678 4680 4681 4682
## 3 1 2 3 1 3 3 1 2 3 3 3 1 2 1 3
## 4689 4690 4693 4697 4698 4699 4701 4702 4710 4713 4718 4720 4725 4726 4732 4733
## 2 3 3 2 3 2 2 2 2 3 3 1 2 1 3 2
## 4738 4740 4743 4746 4748 4750 4759 4764 4770 4771 4775 4778 4779 4782 4784 4786
## 2 2 2 2 1 1 1 3 1 3 1 2 2 2 2 3
## 4790 4791 4792 4793 4794 4795 4796 4798 4801 4804 4805 4810 4811 4812 4814 4815
## 2 2 2 3 3 1 2 2 3 2 3 2 1 1 1 1
## 4816 4818 4829 4831 4835 4839 4840 4841 4842 4844 4852 4853 4854 4855 4860 4865
## 2 2 2 3 2 1 2 3 2 3 1 3 3 2 1 2
## 4867 4869 4871 4873 4874 4875 4881 4889 4893 4901 4903 4904 4907 4910 4913 4918
## 2 2 3 2 1 2 2 3 2 1 3 2 3 3 2 2
## 4922 4923 4924 4926 4927 4931 4932 4936 4937 4939 4940 4942 4946 4955 4960 4963
## 2 2 2 2 1 2 2 2 2 3 3 2 2 3 3 2
## 4965 4966 4971 4974 4975 4977 4979 4980 4981 4982 4984 4986 4987 4988 4991 4995
## 2 2 2 2 3 1 3 3 1 3 2 3 1 2 2 2
## 4996 4999 5002 5003 5006 5011 5017 5019 5020 5023 5035 5039 5040 5042 5043 5047
## 2 2 2 2 3 1 3 3 3 3 2 1 2 3 1 1
## 5048 5053 5056 5057 5059 5061 5062 5069 5070 5076 5077 5080 5082 5083 5087 5088
## 3 3 3 3 2 3 3 1 1 1 2 1 2 2 1 2
## 5092 5094 5096 5098 5100 5103 5106 5108 5110 5116 5119 5120 5121 5124 5127 5129
## 3 2 1 2 2 2 2 3 3 2 1 1 2 2 3 3
## 5130 5132 5137 5138 5139 5141 5143 5151 5154 5156 5159 5162 5164 5165 5166 5169
## 2 2 2 2 2 2 2 1 1 1 1 1 3 2 2 3
## 5172 5173 5176 5177 5178 5179 5182 5183 5184 5188 5189 5192 5193 5194 5195 5197
## 3 2 2 3 2 2 2 3 3 1 1 2 3 2 1 3
## 5203 5208 5212 5213 5219 5220 5221 5226 5236 5237 5243 5244 5248 5249 5252 5255
## 2 2 2 1 2 3 2 3 2 3 2 3 2 3 2 3
## 5260 5261 5264 5265 5269 5271 5275 5277
## 2 2 2 3 1 3 1 3将聚类结果添加到原始数据中，并计算每个簇的平均评分、人气和票房。
# 将聚类结果添加到原数据中
merged_data$cluster <- kmeans_result$cluster
# 查看每个簇的内容（例如，聚类簇的平均评分、人气和票房）
aggregate(merged_data[, c("rating.x", "rating.y", "popularity", "gross_worldwide", "revenue")],
by = list(merged_data$cluster), FUN = mean)## Group.1 rating.x rating.y popularity gross_worldwide revenue
## 1 1 6.403448 6.607005 56.97240 83691950 79569256
## 2 2 6.884116 6.899602 20.06741 15924239 12333066
## 3 3 5.385032 5.667559 20.76403 13022196 11213553- 高评分、高人气、高票房的内容组合：
- 推荐更多类似的高评分、高人气、高票房的内容。
低评分、高人气的内容： ·
- 可以加强市场推广，改善内容质量，提高评分。
低评分、低人气，但高票房的内容：
- 通过明星效应或加强宣传来提升内容的整体表现。
为了更好地理解聚类结果，我们进行主成分分析（PCA），并将结果可视化。
# 使用主成分分析 (PCA) 进行降维
pca_result <- prcomp(cluster_data_scaled)
# 将聚类结果和 PCA 结果结合
merged_data$pca1 <- pca_result$x[, 1]
merged_data$pca2 <- pca_result$x[, 2]
# 可视化聚类结果
ggplot(merged_data, aes(x = pca1, y = pca2, color = as.factor(cluster))) +
geom_point() +
labs(title = "K-means Clustering Results", x = "PCA 1", y = "PCA 2", color = "Cluster")
C-5 聚类结果可视化
1. 数据准备
我们将数据集中的 rating 列（或其他目标变量，如
revenue）转换为类别（例如：high 和
low），然后使用 rpart
来训练一个分类模型，基于其他特征（如 genres,
language, country
等）来预测评分或收入的类别。
2. 数据转换与训练分类树
假设我们使用 rating.x 来表示 IMDb
数据集中的评分，转换成“高评分”和“低评分”类别：
# 查看合并后的数据集的列名
colnames(merged_data)## [1] "title" "year" "id"
## [4] "duration.x" "MPA" "rating.x"
## [7] "votes" "meta_score" "description.x"
## [10] "Movie_Link" "writers" "directors"
## [13] "stars" "budget.x" "opening_weekend_gross"
## [16] "gross_worldwide" "gross_us_canada" "release_date"
## [19] "countries_origin" "filming_locations" "production_companies"
## [22] "awards_content" "genres.x" "languages"
## [25] "show_id" "type" "director"
## [28] "cast" "country" "date_added"
## [31] "rating.y" "duration.y" "genres.y"
## [34] "language" "description.y" "popularity"
## [37] "vote_count" "vote_average" "budget.y"
## [40] "revenue" "cluster" "pca1"
## [43] "pca2"head(merged_data$rating_class)## NULL# 确保 rating_class 列存在，且我们使用 IMDB 的 rating.x 列来预测
merged_data$rating_class <- ifelse(merged_data$rating.x >= 7, "high", "low")
# 确保rating_class列已经创建，并选择需要的列进行建模
model_data <- merged_data[, c("rating_class", "genres.x", "country", "year")]
# 转换为因子类型（因为rpart需要分类变量为因子类型）
model_data$rating_class <- as.factor(model_data$rating_class)
model_data$genres.x <- as.factor(model_data$genres.x)
model_data$country <- as.factor(model_data$country)
# 构建决策树模型
tree_model <- rpart(rating_class ~ genres.x + country + year, data = model_data, method = "class")
# 查看决策树模型
print(tree_model)## n= 1928
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 1928 496 low (0.257261411 0.742738589)
## 2) genres.x=['Action Epic', 'Adventure Epic', 'Dinosaur Adventure', 'Epic', 'Kaiju', 'Monster Horror', 'Period Drama', 'Sci-Fi Epic', 'Supernatural Horror', 'Tragedy'],['Action Epic', 'Epic', 'Historical Epic', 'Period Drama', 'Action', 'Biography', 'Drama', 'History'],['Action Epic', 'Epic', 'Samurai', 'Action', 'Adventure', 'Drama'],['Action Epic', 'Gangster', 'Heist', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Action', 'Adventure', 'War'],['Action', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Action', 'Drama', 'Romance', 'Sport'],['Action', 'Drama', 'Thriller', 'War'],['Action', 'History', 'Thriller'],['Adult Animation', 'Action', 'Adventure', 'Animation', 'Drama', 'Romance'],['Adult Animation', 'Animation', 'Drama', 'Horror', 'Sci-Fi'],['Adult Animation', 'Animation', 'Drama', 'Mystery'],['Adult Animation', 'Anime', 'Action', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Sci-Fi'],['Adult Animation', 'Anime', 'Hand-Drawn Animation', 'Period Drama', 'Slice of Life', 'Tragedy', 'Tragic Romance', 'Workplace Drama', 'Animation', 'Biography'],['Adult Animation', 'Anime', 'Superhero', 'Action', 'Adventure', 'Animation', 'Family', 'Fantasy', 'Sci-Fi'],['Adult Animation', 'Artificial Intelligence', 'Cyber Thriller', 'Cyberpunk', 'Action', 'Animation', 'Mystery', 'Sci-Fi', 'Thriller'],['Adult Animation', 'Hand-Drawn Animation', 'Pop Musical', 'Quirky Comedy', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Drama', 'Musical'],['Adult Animation', 'Stop Motion Animation', 'Animation', 'Comedy', 'Drama', 'Romance'],['Adult Animation', 'Stop Motion Animation', 'Animation', 'Comedy', 'Drama'],['Adventure Epic', 'Fantasy Epic', 'Quest', 'Samurai', 'Stop Motion Animation', 'Sword & Sorcery', 'Action', 'Adventure', 'Animation', 'Family'],['Adventure Epic', 'Globetrotting Adventure', 'Sea Adventure', 'Survival', 'Adventure', 'Biography', 'Drama', 'History'],['Adventure', 'Animation', 'Comedy', 'Crime', 'Drama', 'Family', 'Fantasy'],['Adventure', 'Animation', 'Comedy', 'Fantasy'],['Adventure', 'Comedy', 'Crime', 'Drama'],['Adventure', 'Comedy', 'Drama', 'Family'],['Adventure', 'Comedy', 'Drama', 'History', 'Western'],['Adventure', 'Comedy', 'Drama', 'Thriller'],['Adventure', 'Drama', 'Thriller', 'Western'],['Alien Invasion', 'Buddy Comedy', 'Hand-Drawn Animation', 'Slapstick', 'Adventure', 'Animation', 'Comedy', 'Family', 'Sci-Fi'],['Animal Adventure', 'Adventure', 'Comedy', 'Drama', 'Family', 'Fantasy'],['Animal Adventure', 'Coming-of-Age', 'Fairy Tale', 'Hand-Drawn Animation', 'Quest', 'Sea Adventure', 'Adventure', 'Animation', 'Drama', 'Family'],['Animal Adventure', 'Computer Animation', 'Survival', 'Adventure', 'Animation', 'Family', 'Fantasy'],['Animal Adventure', 'Slapstick', 'Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Animation', 'Biography', 'Documentary', 'Drama'],['Animation', 'Drama', 'Fantasy'],['Anime', 'Feel-Good Romance', 'Hand-Drawn Animation', 'Period Drama', 'Slice of Life', 'Teen Comedy', 'Teen Drama', 'Teen Romance', 'Animation', 'Comedy'],['Artificial Intelligence', 'Cyber Thriller', 'Cyberpunk', 'Dystopian Sci-Fi', 'Action', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Dark Comedy', 'Psychological Thriller', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Drama', 'Romance', 'Sci-Fi'],['Baseball', 'Biography', 'Drama', 'Family', 'Sport'],['Baseball', 'Docudrama', 'Biography', 'Drama', 'Sport'],['Baseball', 'Docudrama', 'Period Drama', 'Biography', 'Drama', 'Sport'],['Biography', 'Comedy', 'Drama', 'Family', 'History'],['Biography', 'Comedy', 'Drama', 'Music', 'Romance'],['Biography', 'Documentary', 'History', 'Music'],['Biography', 'Drama', 'Family', 'History', 'Sport'],['Biography', 'Drama', 'Family', 'Music'],['Biography', 'Drama', 'Family', 'War'],['Biography', 'Drama', 'Family'],['Biography', 'Drama', 'History', 'Sport'],['Biography', 'Drama', 'History', 'War'],['Biography', 'Drama', 'Romance', 'Thriller', 'War'],['Biography', 'Drama', 'Sport'],['Biography', 'Drama', 'Thriller'],['Body Horror', 'Dark Comedy', 'Monster Horror', 'Psychological Horror', 'Showbiz Drama', 'Drama', 'Horror', 'Sci-Fi'],['Boxing', 'Action', 'Drama', 'Sport'],['Boxing', 'Docudrama', 'Action', 'Biography', 'Drama', 'Sport'],['Buddy Comedy', 'Caper', 'Comedy', 'Crime', 'Drama', 'Sci-Fi'],['Buddy Comedy', 'Coming-of-Age', 'Teen Comedy', 'Comedy'],['Buddy Comedy', 'Satire', 'Spy', 'Action', 'Comedy', 'Crime', 'Thriller'],['Buddy Cop', 'Bumbling Detective', 'Slapstick', 'Action', 'Comedy', 'Crime', 'Thriller'],['Buddy Cop', 'Comedy', 'Crime', 'Thriller'],['Caper', 'Dark Comedy', 'Action', 'Crime', 'Thriller'],['Caper', 'Dark Comedy', 'Gangster', 'Serial Killer', 'Comedy', 'Crime'],['Caper', 'Heist', 'Action', 'Comedy', 'Crime', 'Drama'],['Car Action', 'Motorsport', 'Action', 'Adventure', 'Drama', 'Sport'],['Car Action', 'One-Person Army Action', 'Action', 'Drama'],['Comedy', 'Crime', 'Drama', 'Holiday'],['Comedy', 'Crime', 'Music'],['Comedy', 'Drama', 'Family'],['Comedy', 'Drama', 'History', 'Romance'],['Comedy', 'Drama', 'History'],['Comedy', 'Drama', 'Romance', 'Sport'],['Coming-of-Age', 'Comedy', 'Drama', 'Family'],['Coming-of-Age', 'Comedy', 'Drama'],['Coming-of-Age', 'Dark Comedy', 'Comedy', 'Drama'],['Coming-of-Age', 'Dark Comedy', 'Dark Fantasy', 'Vampire Horror', 'Comedy', 'Drama', 'Fantasy', 'Horror'],['Coming-of-Age', 'Dark Comedy', 'High-Concept Comedy', 'Period Drama', 'Quirky Comedy', 'Satire', 'Comedy', 'Drama', 'War'],['Coming-of-Age', 'Dark Comedy', 'Stoner Comedy', 'Tragedy', 'Comedy', 'Drama'],['Coming-of-Age', 'Dark Fantasy', 'Fairy Tale', 'Hand-Drawn Animation', 'Teen Adventure', 'Action', 'Adventure', 'Animation', 'Drama', 'Family'],['Coming-of-Age', 'Docudrama', 'Period Drama', 'Biography', 'Drama'],['Coming-of-Age', 'Docudrama', 'Water Sport', 'Biography', 'Drama', 'Sport'],['Coming-of-Age', 'Drama'],['Coming-of-Age', 'Feel-Good Romance', 'Period Drama', 'Romantic Comedy', 'Showbiz Drama', 'Teen Comedy', 'Teen Drama', 'Teen Romance', 'Comedy', 'Drama'],['Coming-of-Age', 'Feel-Good Romance', 'Quirky Comedy', 'Romantic Comedy', 'Teen Romance', 'Adventure', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Coming-of-Age', 'Period Drama', 'Political Drama', 'Biography', 'Drama', 'Romance'],['Coming-of-Age', 'Period Drama', 'Showbiz Drama', 'Teen Drama', 'Drama'],['Coming-of-Age', 'Psychological Drama', 'Teen Drama', 'Drama'],['Coming-of-Age', 'Quest', 'Quirky Comedy', 'Adventure', 'Comedy', 'Drama'],['Coming-of-Age', 'Quirky Comedy', 'Road Trip', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama'],['Coming-of-Age', 'Quirky Comedy', 'Teen Comedy', 'Comedy', 'Drama'],['Coming-of-Age', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Romantic Comedy', 'Teen Comedy', 'Teen Drama', 'Teen Romance', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Steamy Romance', 'Drama', 'Romance'],['Coming-of-Age', 'Superhero', 'Teen Adventure', 'Teen Drama', 'Adventure', 'Drama', 'Sci-Fi', 'Thriller'],['Coming-of-Age', 'Supernatural Fantasy', 'Adventure', 'Drama', 'Fantasy'],['Coming-of-Age', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama'],['Coming-of-Age', 'Teen Drama', 'Crime', 'Drama'],['Coming-of-Age', 'Teen Drama', 'Teen Romance', 'Drama', 'Romance'],['Coming-of-Age', 'Teen Drama', 'Teen Romance', 'Tragedy', 'Drama', 'Romance', 'Sport'],['Computer Animation', 'Jukebox Musical', 'Quest', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Musical', 'Romance'],['Conspiracy Thriller', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Dystopian Sci-Fi', 'Action', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Legal Drama', 'Legal Thriller', 'Biography', 'Crime', 'Drama', 'History', 'Thriller', 'War'],['Conspiracy Thriller', 'Psychological Thriller', 'Crime', 'Mystery', 'Thriller'],['Contemporary Western', 'Action', 'Adventure', 'Drama', 'Horror', 'Mystery', 'Thriller', 'Western'],['Contemporary Western', 'Cop Drama', 'Drug Crime', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Contemporary Western', 'Cop Drama', 'Tragedy', 'Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller', 'Western'],['Contemporary Western', 'Heist', 'Police Procedural', 'Tragedy', 'Crime', 'Drama', 'Thriller', 'Western'],['Cop Drama', 'Docudrama', 'Period Drama', 'True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['Cop Drama', 'Drug Crime', 'Police Procedural', 'Action', 'Crime', 'Drama', 'Thriller'],['Cop Drama', 'Police Procedural', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Costume Drama', 'Dark Comedy', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'History'],['Costume Drama', 'Feel-Good Romance', 'Period Drama', 'Drama', 'Romance'],['Costume Drama', 'Period Drama', 'Biography', 'Drama', 'Romance'],['Crime Documentary', 'Biography', 'Crime', 'Documentary', 'History', 'War'],['Crime Documentary', 'Crime', 'Documentary'],['Crime Documentary', 'Sports Documentary', 'Biography', 'Documentary', 'Sport'],['Crime', 'Drama', 'History'],['Cyberpunk', 'Drug Crime', 'Dystopian Sci-Fi', 'One-Person Army Action', 'Action', 'Crime', 'Sci-Fi'],['Dark Comedy', 'Adventure', 'Comedy'],['Dark Comedy', 'Biography', 'Drama', 'Fantasy'],['Dark Comedy', 'Comedy', 'Crime', 'Drama'],['Dark Comedy', 'Comedy', 'Drama', 'Thriller'],['Dark Comedy', 'Dark Romance', 'Dystopian Sci-Fi', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Docudrama', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'Sport'],['Dark Comedy', 'Docudrama', 'Period Drama', 'Showbiz Drama', 'Biography', 'Comedy', 'Drama'],['Dark Comedy', 'Docudrama', 'Satire', 'Workplace Drama', 'Biography', 'Comedy', 'Drama', 'History', 'Financial Drama'],['Dark Comedy', 'Folk Horror', 'Psychological Drama', 'Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Gangster', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Mockumentary', 'Satire', 'Supernatural Horror', 'Vampire Horror', 'Comedy', 'Horror'],['Dark Comedy', 'One-Person Army Action', 'Action', 'Comedy', 'Drama', 'Thriller'],['Dark Comedy', 'Period Drama', 'Comedy', 'Drama'],['Dark Comedy', 'Period Drama', 'Satire', 'Comedy', 'Drama', 'History'],['Dark Comedy', 'Period Drama', 'Showbiz Drama', 'Tragedy', 'Drama', 'Music'],['Dark Comedy', 'Police Procedural', 'Action', 'Comedy', 'Crime', 'Drama'],['Dark Comedy', 'Political Drama', 'Satire', 'Biography', 'Comedy', 'Drama', 'History'],['Dark Comedy', 'Psychological Horror', 'Satire', 'Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Raunchy Comedy', 'Romantic Comedy', 'Steamy Romance', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Road Trip', 'Drama'],['Dark Comedy', 'Satire', 'Comedy', 'Drama', 'Fantasy'],['Dark Comedy', 'Satire', 'Comedy', 'Drama'],['Dark Comedy', 'Satire', 'Showbiz Drama', 'Workplace Drama', 'Comedy', 'Drama'],['Dark Comedy', 'Steampunk', 'Comedy', 'Drama', 'Romance', 'Sci-Fi'],['Dark Comedy', 'Superhero', 'Teen Comedy', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'Tragedy', 'True Crime', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'True Crime', 'Biography', 'Comedy', 'Crime', 'Drama', 'War'],['Dark Fantasy', 'Adventure', 'Drama', 'Family', 'Fantasy', 'Horror'],['Dark Fantasy', 'Dark Romance', 'Comedy', 'Drama', 'Fantasy', 'Horror', 'Romance'],['Dark Fantasy', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Dark Fantasy', 'Fairy Tale', 'Stop Motion Animation', 'Adventure', 'Animation', 'Drama', 'Family', 'Fantasy', 'Musical'],['Dark Fantasy', 'Supernatural Fantasy', 'Drama', 'Fantasy', 'Horror', 'Thriller'],['Dark Romance', 'High-Concept Comedy', 'Psychological Drama', 'Suspense Mystery', 'Comedy', 'Drama', 'Fantasy', 'Mystery', 'Romance', 'Sci-Fi'],['Desert Adventure', 'Globetrotting Adventure', 'Survival', 'Adventure', 'Drama', 'History'],['Disaster', 'Docudrama', 'Action', 'Biography', 'Drama'],['Docudrama', 'Biography', 'Comedy', 'Drama', 'Sport'],['Docudrama', 'Biography', 'Comedy', 'Drama'],['Docudrama', 'Biography', 'Drama', 'Family'],['Docudrama', 'Biography', 'Drama', 'Sport'],['Docudrama', 'Legal Drama', 'Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'History'],['Docudrama', 'Legal Drama', 'Period Drama', 'True Crime', 'Workplace Drama', 'Biography', 'Crime', 'Drama'],['Docudrama', 'Legal Drama', 'True Crime', 'Biography', 'Crime', 'Drama'],['Docudrama', 'Medical Drama', 'Biography', 'Drama', 'Romance'],['Docudrama', 'Medical Drama', 'Period Drama', 'Biography', 'Drama'],['Docudrama', 'Motorsport', 'Period Drama', 'Biography', 'Drama', 'Sport'],['Docudrama', 'Mountain Adventure', 'Period Drama', 'Road Trip', 'Adventure', 'Biography', 'Drama'],['Docudrama', 'Period Drama', 'Adventure', 'Biography', 'Drama'],['Docudrama', 'Period Drama', 'Biography', 'Crime', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Biography', 'Drama', 'History', 'Sport'],['Docudrama', 'Period Drama', 'Biography', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Political Drama', 'Biography', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Showbiz Drama', 'Biography', 'Comedy', 'Drama'],['Docudrama', 'Period Drama', 'True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['Docudrama', 'Period Drama', 'Workplace Drama', 'Biography', 'Drama', 'Financial Drama'],['Docudrama', 'Political Drama', 'Political Thriller', 'Drama', 'History', 'Thriller'],['Docudrama', 'Pop Musical', 'Biography', 'Comedy', 'Drama', 'Musical'],['Docudrama', 'Psychological Drama', 'Survival', 'Biography', 'Drama'],['Docudrama', 'Showbiz Drama', 'Biography', 'Comedy', 'Drama'],['Docudrama', 'Tragedy', 'Biography', 'Drama', 'Sport'],['Docudrama', 'True Crime', 'Biography', 'Crime', 'Drama'],['Docudrama', 'Workplace Drama', 'Drama', 'History'],['Documentary', 'Drama', 'Horror', 'Thriller'],['Documentary', 'War'],['Documentary'],['Drama', 'Family'],['Drama', 'Mystery', 'Romance', 'Sci-Fi'],['Drama', 'Romance', 'War'],['Drama', 'War'],['Drug Crime', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Drug Crime', 'True Crime', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Drug Crime', 'True Crime', 'Biography', 'Crime', 'Drama', 'Thriller'],['Epic', 'Drama'],['Epic', 'Historical Epic', 'Action', 'Biography', 'Drama', 'History'],['Epic', 'Psychological Drama', 'Tragedy', 'Drama'],['Erotic Thriller', 'Psychological Thriller', 'Drama', 'Mystery', 'Thriller'],['Extreme Sport', 'Adventure', 'Drama', 'Sport'],['Extreme Sport', 'Water Sport', 'Biography', 'Drama', 'Sport'],['Feel-Good Romance', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Time Travel', 'Comedy', 'Drama', 'Fantasy', 'Romance', 'Sci-Fi'],['Feel-Good Romance', 'Supernatural Fantasy', 'Drama', 'Fantasy', 'Romance'],['Folk Horror', 'Drama', 'Fantasy', 'Horror', 'Romance'],['Folk Horror', 'Tragedy', 'Drama', 'Horror'],['Football', 'Biography', 'Drama', 'Sport'],['Football', 'Biography', 'Family', 'Sport'],['Found Footage Horror', 'Mockumentary', 'Quirky Comedy', 'Zombie Horror', 'Comedy', 'Drama', 'Horror'],['Gangster', 'Period Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Giallo', 'Psychological Horror', 'Supernatural Horror', 'Teen Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Gun Fu', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Hand-Drawn Animation', 'Quest', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Musical'],['Heist', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Heist', 'Crime', 'Drama', 'Thriller'],['Heist', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Historical Epic', 'Period Drama', 'War Epic', 'Biography', 'Drama', 'History', 'Romance', 'War'],['Jungle Adventure', 'Adventure', 'Biography', 'Drama'],['Korean Drama', 'Drama', 'Romance'],['Legal Drama', 'Legal Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Legal Drama', 'Legal Thriller', 'Police Procedural', 'Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Legal Drama', 'Legal Thriller', 'Psychological Drama', 'Psychological Thriller', 'Crime', 'Drama', 'Thriller'],['Legal Drama', 'Psychological Drama', 'Drama'],['Legal Drama', 'True Crime', 'Biography', 'Crime', 'Drama'],['Legal Drama', 'Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Medical Drama', 'Comedy', 'Drama', 'Romance'],['Medical Drama', 'Psychological Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Mountain Adventure', 'Quest', 'Survival', 'Suspense Mystery', 'Teen Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Mystery', 'Sci-Fi', 'Thriller'],['Nature Documentary', 'Documentary', 'Family'],['Nature Documentary', 'Documentary'],['Nature Documentary', 'Travel Documentary', 'Adventure', 'Biography', 'Documentary', 'Drama'],['News', 'Documentary', 'Drama', 'History'],['One-Person Army Action', 'Action', 'Crime', 'Drama', 'Thriller'],['Period Drama', 'Adventure', 'Comedy', 'Drama', 'Romance'],['Period Drama', 'Biography', 'Drama', 'History', 'Romance'],['Period Drama', 'Drama', 'History', 'War'],['Period Drama', 'Drama', 'Romance'],['Period Drama', 'Psychological Horror', 'Suspense Mystery', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Period Drama', 'Showbiz Drama', 'Slapstick', 'Tragedy', 'Comedy', 'Drama', 'Romance'],['Period Drama', 'Steamy Romance', 'Drama', 'Romance'],['Period Drama', 'Tragedy', 'True Crime', 'Crime', 'Drama', 'History', 'Thriller'],['Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'Thriller'],['Police Procedural', 'True Crime', 'Action', 'Crime', 'Drama', 'History', 'Thriller'],['Political Documentary', 'Documentary'],['Political Drama', 'Drama'],['Political Drama', 'Political Thriller', 'Drama', 'Thriller'],['Political Drama', 'Workplace Drama', 'Comedy', 'Drama', 'History'],['Political Thriller', 'Biography', 'Drama', 'History', 'Romance', 'Thriller'],['Political Thriller', 'Crime', 'Drama', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Political Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Political Thriller', 'Road Trip', 'Action', 'Adventure', 'Thriller'],['Pop Musical', 'Drama', 'Musical', 'Romance'],['Prison Drama', 'Crime', 'Drama'],['Prison Drama', 'Psychological Drama', 'Biography', 'Drama', 'History'],['Prison Drama', 'Psychological Drama', 'Tragedy', 'Drama', 'War'],['Psychological Drama', 'Drama', 'History', 'War'],['Psychological Drama', 'Drama', 'History'],['Psychological Drama', 'Drama', 'Music'],['Psychological Drama', 'Drama', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Action', 'Crime', 'Drama', 'Romance', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Crime', 'Drama', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Workplace Drama', 'Drama', 'Thriller'],['Psychological Drama', 'Road Trip', 'Tragedy', 'Drama', 'Romance'],['Psychological Drama', 'Steamy Romance', 'Comedy', 'Drama', 'Romance', 'Sport'],['Psychological Drama', 'Tragedy', 'Comedy', 'Drama', 'Romance'],['Psychological Drama', 'Tragedy', 'Drama', 'Sci-Fi'],['Psychological Drama', 'Tragedy', 'Drama'],['Psychological Drama', 'Tragic Romance', 'Drama', 'Romance'],['Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Horror', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Supernatural Horror', 'Tragedy', 'Witch Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Crime', 'Drama', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Tragedy', 'Drama', 'Thriller'],['Psychological Thriller', 'Whodunnit', 'Drama', 'Mystery', 'Thriller'],['Quirky Comedy', 'Comedy', 'Drama', 'Romance'],['Road Trip', 'Comedy', 'Drama'],['Road Trip', 'Workplace Drama', 'Adventure', 'Comedy', 'Drama'],['Romantic Comedy', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Romantic Comedy', 'Satire', 'Teen Comedy', 'Teen Drama', 'Teen Romance', 'Comedy', 'Drama', 'Romance'],['Satire', 'Action', 'Comedy', 'Drama', 'Western'],['Sci-Fi Epic', 'Steampunk', 'Adventure', 'Animation', 'Comedy', 'Drama', 'Family', 'Fantasy', 'Mystery', 'Sci-Fi'],['Science & Technology Documentary', 'Documentary', 'Drama', 'Mystery', 'Thriller'],['Showbiz Drama', 'Biography', 'Drama'],['Slasher Horror', 'Tragedy', 'Drama', 'Horror', 'Thriller'],['Spy', 'Drama', 'Mystery', 'Thriller'],['Spy', 'Drama', 'Romance', 'Thriller'],['Steamy Romance', 'Tragedy', 'Drama', 'Romance'],['Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Mystery'],['Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Suspense Mystery', 'Drama', 'Mystery', 'War'],['Teen Comedy', 'Teen Romance', 'Comedy', 'Music', 'Romance'],['Time Travel', 'Action', 'Drama', 'Sci-Fi', 'Thriller'],['Tragedy', 'Drama', 'Mystery', 'Thriller'],['Tragedy', 'Drama', 'Romance'],['Tragedy', 'Drama'],['Tragedy', 'Tragic Romance', 'Drama', 'Music', 'Romance'],['Tragedy', 'Tragic Romance', 'Drama', 'Romance'],['Tragedy', 'Workplace Drama', 'Crime', 'Drama', 'Thriller'],['Tragedy', 'Workplace Drama', 'Drama'],['Tragic Romance', 'Crime', 'Drama', 'Romance'],['Tragic Romance', 'Drama', 'Mystery', 'Romance'],['Travel Documentary', 'Documentary', 'Music'],['True Crime', 'Action', 'Crime', 'Thriller'],['True Crime', 'Adventure', 'Biography', 'Crime', 'Drama'],['True Crime', 'Biography', 'Crime', 'Drama', 'Mystery'],['True Crime', 'Biography', 'Crime', 'Drama', 'Romance'],['True Crime', 'Biography', 'Crime', 'Drama', 'Thriller'],['True Crime', 'Crime', 'Drama', 'Thriller'],['Water Sport', 'Biography', 'Drama', 'Family', 'Sport'],['Whodunnit', 'Crime', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Workplace Drama', 'Drama', 'Thriller', 'Financial Drama'],['Workplace Drama', 'Drama', 'Thriller'] 356 13 high (0.963483146 0.036516854) *
## 3) genres.x=['Action Epic', 'Adventure Epic', 'Action', 'Adventure'],['Action Epic', 'Artificial Intelligence', 'Sci-Fi Epic', 'Superhero', 'Action', 'Sci-Fi', 'Thriller'],['Action Epic', 'Conspiracy Thriller', 'Cop Drama', 'Drug Crime', 'Heist', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action Epic', 'Globetrotting Adventure', 'Spy', 'Action', 'Adventure', 'Thriller'],['Action Epic', 'Historical Epic', 'Action', 'Drama', 'History'],['Action Epic', 'Martial Arts', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Action', 'Adventure', 'Comedy', 'Drama'],['Action', 'Adventure', 'Comedy', 'Family', 'War'],['Action', 'Adventure', 'Comedy', 'Fantasy', 'Romance'],['Action', 'Adventure', 'Comedy'],['Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Drama', 'Family', 'Sci-Fi', 'Thriller'],['Action', 'Adventure', 'Drama', 'History', 'Romance', 'War'],['Action', 'Adventure', 'Drama', 'History', 'War'],['Action', 'Adventure', 'Drama', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller', 'War'],['Action', 'Adventure', 'Drama', 'Thriller'],['Action', 'Adventure', 'Fantasy'],['Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Action', 'Adventure', 'Thriller', 'War'],['Action', 'Adventure', 'Thriller'],['Action', 'Adventure'],['Action', 'Biography', 'Crime', 'Drama', 'Fantasy'],['Action', 'Biography', 'Drama', 'History', 'War', 'Western'],['Action', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Comedy', 'Crime', 'Family'],['Action', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Action', 'Comedy', 'Crime', 'Thriller'],['Action', 'Comedy', 'Crime'],['Action', 'Comedy', 'Drama', 'Thriller'],['Action', 'Comedy', 'Family'],['Action', 'Comedy', 'Horror', 'Thriller'],['Action', 'Comedy', 'Thriller'],['Action', 'Comedy'],['Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Crime', 'Drama', 'Thriller'],['Action', 'Crime', 'Drama'],['Action', 'Crime', 'Mystery', 'Thriller'],['Action', 'Crime', 'Thriller'],['Action', 'Drama', 'Fantasy', 'Western'],['Action', 'Drama', 'History', 'Thriller', 'War'],['Action', 'Drama', 'History', 'War'],['Action', 'Drama', 'Mystery', 'Thriller'],['Action', 'Drama', 'Romance'],['Action', 'Drama', 'Sci-Fi', 'Thriller'],['Action', 'Drama', 'Sci-Fi'],['Action', 'Drama', 'Thriller', 'Western'],['Action', 'Drama', 'Thriller'],['Action', 'Drama', 'War'],['Action', 'Drama'],['Action', 'Fantasy', 'Horror'],['Action', 'Fantasy', 'Romance'],['Action', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Action', 'Horror', 'Sci-Fi', 'Thriller'],['Action', 'Horror', 'Sci-Fi'],['Action', 'Horror'],['Action', 'Mystery', 'Thriller'],['Action', 'Sci-Fi', 'Thriller'],['Action', 'Thriller'],['Action'],['Adult Animation', 'Animation', 'Documentary'],['Adult Animation', 'Hand-Drawn Animation', 'Superhero', 'Action', 'Animation', 'Crime', 'Drama', 'Thriller'],['Adventure Epic', 'Anime', 'Dark Fantasy', 'Fantasy Epic', 'Sword & Sorcery', 'Action', 'Adventure', 'Animation', 'Drama', 'Fantasy'],['Adventure Epic', 'Epic', 'Fantasy Epic', 'Quest', 'Sword & Sorcery', 'Adventure', 'Drama', 'Fantasy'],['Adventure Epic', 'Quest', 'Supernatural Fantasy', 'Sword & Sorcery', 'Teen Fantasy', 'Urban Adventure', 'Action', 'Adventure', 'Family', 'Fantasy'],['Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Adventure', 'Animation', 'Comedy', 'Family', 'Sci-Fi'],['Adventure', 'Animation', 'Comedy', 'Family'],['Adventure', 'Animation', 'Family'],['Adventure', 'Biography', 'Comedy', 'Drama'],['Adventure', 'Biography', 'Drama', 'History'],['Adventure', 'Comedy', 'Crime', 'Family'],['Adventure', 'Comedy', 'Drama', 'Fantasy', 'Holiday', 'Mystery', 'Romance'],['Adventure', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Adventure', 'Comedy', 'Drama', 'Fantasy'],['Adventure', 'Comedy', 'Drama', 'Mystery', 'Romance'],['Adventure', 'Comedy', 'Family', 'Romance'],['Adventure', 'Comedy', 'Family'],['Adventure', 'Comedy', 'Fantasy', 'Horror'],['Adventure', 'Comedy', 'Thriller'],['Adventure', 'Drama', 'Family'],['Adventure', 'Drama', 'History', 'Mystery', 'War'],['Adventure', 'Drama', 'Horror', 'Mystery', 'Sci-Fi'],['Adventure', 'Drama', 'Romance', 'Thriller', 'Western'],['Adventure', 'Drama', 'Thriller'],['Adventure', 'Drama'],['Adventure', 'Family', 'Holiday', 'Musical', 'Romance'],['Adventure', 'Fantasy', 'Horror'],['Alien Invasion', 'Action', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Adventure', 'Family', 'Sci-Fi'],['Alien Invasion', 'Body Horror', 'Psychological Horror', 'Adventure', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Buddy Comedy', 'Road Trip', 'Adventure', 'Comedy', 'Sci-Fi'],['Alien Invasion', 'Coming-of-Age', 'Dystopian Sci-Fi', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Dark Comedy', 'Satire', 'Action', 'Comedy', 'Sci-Fi'],['Alien Invasion', 'High-Concept Comedy', 'Teen Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Kaiju', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Survival', 'Action', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Teen Adventure', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Animal Adventure', 'Adventure', 'Drama', 'Family', 'War'],['Animal Adventure', 'Buddy Comedy', 'Computer Animation', 'Time Travel', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'History'],['Animal Adventure', 'Caper', 'Globetrotting Adventure', 'Quirky Comedy', 'Satire', 'Urban Adventure', 'Adventure', 'Comedy', 'Crime', 'Family'],['Animal Adventure', 'Comedy', 'Family'],['Animal Adventure', 'Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family'],['Animal Adventure', 'Computer Animation', 'Superhero', 'Action', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family', 'Fantasy'],['Animal Adventure', 'Dark Comedy', 'Slapstick', 'Comedy', 'Family'],['Animal Adventure', 'Docudrama', 'Drama', 'Family'],['Animal Adventure', 'Pop Musical', 'Supernatural Fantasy', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Musical'],['Animation', 'Drama', 'Family'],['Animation', 'Drama', 'Sci-Fi'],['Artificial Intelligence', 'Action', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Cyber Thriller', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Martial Arts', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Teen Comedy', 'Teen Horror', 'Comedy', 'Horror', 'Sci-Fi'],['Artificial Intelligence', 'Teen Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['B-Action', 'Action', 'Thriller'],['B-Action', 'Dark Comedy', 'One-Person Army Action', 'Satire', 'Action', 'Comedy', 'Crime', 'Thriller'],['B-Action', 'Space Sci-Fi', 'Steampunk', 'Action', 'Adventure', 'Comedy', 'Sci-Fi'],['B-Horror', 'Dark Comedy', 'Dark Fantasy', 'Farce', 'Supernatural Fantasy', 'Supernatural Horror', 'Zombie Horror', 'Comedy', 'Fantasy', 'Horror'],['B-Horror', 'Dark Comedy', 'Parody', 'Comedy', 'Fantasy', 'Horror'],['B-Horror', 'Dark Comedy', 'Space Sci-Fi', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller'],['B-Horror', 'Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['B-Horror', 'Horror', 'Mystery', 'Thriller'],['B-Horror', 'Slasher Horror', 'Comedy', 'Horror', 'Thriller'],['B-Horror', 'Vampire Horror', 'Drama', 'Horror'],['Baseball', 'Drama', 'Romance', 'Sport'],['Basketball', 'Comedy', 'Drama', 'Sport'],['Basketball', 'Drama', 'Family', 'Sport'],['Basketball', 'Drama', 'Sport'],['Biography', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Biography', 'Comedy', 'Drama', 'Music'],['Biography', 'Comedy', 'Drama', 'Romance', 'Sport'],['Biography', 'Comedy', 'Drama', 'Romance'],['Biography', 'Comedy', 'Drama'],['Biography', 'Crime', 'Drama', 'Thriller', 'War'],['Biography', 'Documentary'],['Biography', 'Drama', 'History', 'Mystery', 'Romance', 'War'],['Biography', 'Drama', 'History', 'Romance'],['Biography', 'Drama', 'History', 'Thriller', 'War'],['Biography', 'Drama', 'History'],['Biography', 'Drama', 'Music', 'Romance'],['Biography', 'Drama', 'Music'],['Biography', 'Drama', 'Romance', 'War'],['Biography', 'Drama', 'Romance'],['Biography', 'Drama', 'War'],['Biography', 'Drama', 'Western'],['Biography', 'Drama'],['Biography', 'Romance'],['Body Horror', 'Coming-of-Age', 'Drama', 'Horror'],['Body Horror', 'Conspiracy Thriller', 'Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Body Horror', 'Dark Comedy', 'Comedy', 'Drama', 'Horror', 'War'],['Body Horror', 'Dark Comedy', 'Monster Horror', 'Psychological Horror', 'Tragedy', 'Comedy', 'Horror'],['Body Horror', 'Dark Fantasy', 'Pop Musical', 'Supernatural Fantasy', 'Supernatural Horror', 'Teen Fantasy', 'Teen Horror', 'Witch Horror', 'Fantasy', 'Horror'],['Body Horror', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Body Horror', 'Dystopian Sci-Fi', 'Drama', 'Horror', 'Sci-Fi'],['Body Horror', 'Folk Horror', 'Monster Horror', 'Superhero', 'Supernatural Horror', 'Witch Horror', 'Zombie Horror', 'Action', 'Horror', 'Mystery'],['Body Horror', 'Found Footage Horror', 'Horror', 'Mystery'],['Body Horror', 'Horror', 'Mystery', 'Sci-Fi'],['Body Horror', 'Monster Horror', 'Drama', 'Fantasy', 'Horror'],['Body Horror', 'Psychological Horror', 'Psychological Thriller', 'Supernatural Horror', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Body Horror', 'Psychological Horror', 'Serial Killer', 'Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Crime', 'Horror', 'Mystery'],['Body Horror', 'Splatter Horror', 'Horror', 'Mystery', 'Thriller'],['Body Horror', 'Steampunk', 'Zombie Horror', 'Action', 'Horror', 'Sci-Fi', 'War'],['Body Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Body Horror', 'Werewolf Horror', 'Horror'],['Body Horror', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Body Swap Comedy', 'Comedy', 'Drama', 'Family', 'Fantasy'],['Body Swap Comedy', 'Comedy', 'Fantasy', 'Romance'],['Body Swap Comedy', 'Comedy', 'Fantasy'],['Body Swap Comedy', 'Dark Comedy', 'Slasher Horror', 'Supernatural Horror', 'Teen Comedy', 'Teen Horror', 'Comedy', 'Horror', 'Thriller'],['Boxing', 'Biography', 'Drama', 'Sport'],['Boxing', 'Buddy Comedy', 'Comedy', 'Drama', 'Sport'],['Boxing', 'Docudrama', 'Biography', 'Drama', 'Sport'],['Buddy Comedy', 'Action', 'Adventure', 'Comedy'],['Buddy Comedy', 'Action', 'Comedy', 'Crime', 'Family'],['Buddy Comedy', 'Action', 'Comedy', 'Crime'],['Buddy Comedy', 'Adventure', 'Comedy'],['Buddy Comedy', 'Bumbling Detective', 'Parody', 'Slapstick', 'True Crime', 'Whodunnit', 'Comedy', 'Crime', 'Mystery'],['Buddy Comedy', 'Caper', 'Comedy', 'Crime'],['Buddy Comedy', 'Comedy', 'Drama', 'Romance'],['Buddy Comedy', 'Comedy', 'Drama'],['Buddy Comedy', 'Comedy'],['Buddy Comedy', 'Coming-of-Age', 'Psychological Drama', 'Quirky Comedy', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama', 'Family'],['Buddy Comedy', 'Computer Animation', 'Action', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Sci-Fi'],['Buddy Comedy', 'Computer Animation', 'Farce', 'High-Concept Comedy', 'Parody', 'Slapstick', 'Superhero', 'Urban Adventure', 'Action', 'Adventure'],['Buddy Comedy', 'Dark Comedy', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Buddy Comedy', 'Dark Comedy', 'Satire', 'Action', 'Adventure', 'Comedy'],['Buddy Comedy', 'Dark Comedy', 'True Crime', 'Comedy', 'Crime'],['Buddy Comedy', 'Martial Arts', 'Action', 'Comedy'],['Buddy Comedy', 'Raunchy Comedy', 'Comedy', 'Romance'],['Buddy Comedy', 'Raunchy Comedy', 'Road Trip', 'Comedy'],['Buddy Cop', 'Action', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Buddy Cop', 'Action', 'Comedy', 'Crime', 'Mystery'],['Buddy Cop', 'Action', 'Comedy', 'Crime'],['Buddy Cop', 'Dark Comedy', 'Action', 'Comedy', 'Crime', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Buddy Cop', 'Dark Comedy', 'Action', 'Comedy', 'Crime', 'Mystery'],['Buddy Cop', 'Globetrotting Adventure', 'High-Concept Comedy', 'Spy', 'Action', 'Adventure', 'Comedy'],['Bumbling Detective', 'Cozy Mystery', 'Comedy', 'Crime', 'Mystery'],['Bumbling Detective', 'Cozy Mystery', 'Whodunnit', 'Comedy', 'Crime', 'Mystery'],['Bumbling Detective', 'Dark Comedy', 'Period Drama', 'Satire', 'Whodunnit', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Romance'],['Caper', 'Car Action', 'Dark Comedy', 'Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Caper', 'Comedy', 'Crime'],['Caper', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Caper', 'Heist', 'Comedy', 'Crime', 'Drama', 'Romance'],['Caper', 'Slapstick', 'Action', 'Adventure', 'Comedy', 'Crime', 'Mystery'],['Caper', 'True Crime', 'Action', 'Biography', 'Comedy', 'Crime', 'Drama', 'Mystery'],['Caper', 'True Crime', 'Biography', 'Crime', 'Drama'],['Car Action', 'Action', 'Thriller'],['Car Action', 'Psychological Thriller', 'Action', 'Thriller'],['Comedy', 'Crime', 'Drama', 'Mystery'],['Comedy', 'Crime', 'Drama', 'Thriller'],['Comedy', 'Crime', 'Drama'],['Comedy', 'Crime', 'Mystery', 'Thriller'],['Comedy', 'Crime', 'Mystery'],['Comedy', 'Crime', 'Romance'],['Comedy', 'Crime'],['Comedy', 'Drama', 'Family', 'Fantasy'],['Comedy', 'Drama', 'Family', 'Music', 'Romance'],['Comedy', 'Drama', 'Family', 'Romance'],['Comedy', 'Drama', 'Fantasy', 'Horror', 'Sci-Fi', 'Thriller'],['Comedy', 'Drama', 'Fantasy', 'Romance'],['Comedy', 'Drama', 'Fantasy'],['Comedy', 'Drama', 'Horror', 'Mystery'],['Comedy', 'Drama', 'Music', 'Romance'],['Comedy', 'Drama', 'Music'],['Comedy', 'Drama', 'Musical', 'Romance'],['Comedy', 'Drama', 'Mystery'],['Comedy', 'Drama', 'Romance'],['Comedy', 'Drama', 'Sport'],['Comedy', 'Drama'],['Comedy', 'Family'],['Comedy', 'Fantasy', 'Romance'],['Comedy', 'Fantasy', 'Thriller'],['Comedy', 'Fantasy'],['Comedy', 'Horror', 'Sci-Fi', 'Thriller'],['Comedy', 'Horror'],['Comedy', 'Music', 'War'],['Comedy', 'Musical'],['Comedy', 'Mystery', 'Sci-Fi'],['Comedy', 'Romance', 'Sci-Fi'],['Comedy', 'Romance', 'Sport'],['Comedy', 'Romance'],['Comedy', 'Thriller'],['Comedy'],['Coming-of-Age', 'Comedy', 'Drama', 'Music'],['Coming-of-Age', 'Contemporary Western', 'Road Trip', 'Drama'],['Coming-of-Age', 'Costume Drama', 'Feel-Good Romance', 'Period Drama', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Dark Romance', 'Docudrama', 'Period Drama', 'Showbiz Drama', 'Teen Romance', 'Biography', 'Drama', 'Music', 'Romance'],['Coming-of-Age', 'Docudrama', 'Period Drama', 'Teen Drama', 'Biography', 'Drama', 'Music'],['Coming-of-Age', 'Drama', 'Fantasy'],['Coming-of-Age', 'Drama', 'Romance', 'Thriller'],['Coming-of-Age', 'Drama', 'Romance'],['Coming-of-Age', 'Period Drama', 'Drama'],['Coming-of-Age', 'Period Drama', 'Teen Drama', 'Drama'],['Coming-of-Age', 'Psychological Drama', 'Teen Drama', 'Biography', 'Drama'],['Coming-of-Age', 'Psychological Drama', 'Teen Drama', 'Drama', 'Sport'],['Coming-of-Age', 'Quest', 'Adventure', 'Drama', 'Mystery'],['Coming-of-Age', 'Quirky Comedy', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Raunchy Comedy', 'Adventure', 'Comedy'],['Coming-of-Age', 'Road Trip', 'Tragic Romance', 'Drama', 'Horror', 'Romance'],['Coming-of-Age', 'Supernatural Fantasy', 'Vampire Horror', 'Action', 'Comedy', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Coming-of-Age', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Teen Drama', 'Drama'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Drama', 'Family', 'Fantasy', 'Musical', 'Mystery', 'Romance'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Musical'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Music'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Musical', 'Western'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Romance'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Sci-Fi'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family'],['Computer Animation', 'Adventure', 'Animation', 'Family', 'History', 'War'],['Computer Animation', 'Desert Adventure', 'Holiday Animation', 'Holiday Family', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Holiday'],['Computer Animation', 'Jukebox Musical', 'Pop Musical', 'Animation', 'Biography', 'Comedy', 'Family', 'Musical'],['Computer Animation', 'Parody', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family'],['Computer Animation', 'Quest', 'Road Trip', 'Sea Adventure', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Computer Animation', 'Slapstick', 'Adventure', 'Animation', 'Comedy', 'Family'],['Concert', 'Music Documentary', 'Biography', 'Documentary', 'Music'],['Concert', 'Music Documentary', 'Documentary', 'Music'],['Conspiracy Thriller', 'Action', 'Crime', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Action', 'Horror', 'Thriller'],['Conspiracy Thriller', 'Action', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Action', 'Thriller'],['Conspiracy Thriller', 'Cop Drama', 'One-Person Army Action', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Conspiracy Thriller', 'Cyber Thriller', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Dark Comedy', 'One-Person Army Action', 'Space Sci-Fi', 'Action', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Dark Comedy', 'Political Thriller', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller', 'Financial Drama'],['Conspiracy Thriller', 'Found Footage Horror', 'Horror', 'Thriller'],['Conspiracy Thriller', 'One-Person Army Action', 'Action', 'Mystery', 'Thriller'],['Conspiracy Thriller', 'One-Person Army Action', 'Political Drama', 'Spy', 'Action', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Period Drama', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Slasher Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Contemporary Western', 'Action', 'Crime', 'Horror', 'Thriller', 'Western'],['Contemporary Western', 'Action', 'Thriller'],['Contemporary Western', 'Dark Comedy', 'Action', 'Thriller', 'Western'],['Contemporary Western', 'Drama', 'Romance'],['Contemporary Western', 'Gun Fu', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Contemporary Western', 'One-Person Army Action', 'Road Trip', 'Action', 'Drama', 'Thriller'],['Contemporary Western', 'Psychological Drama', 'Psychological Thriller', 'Action', 'Adventure', 'Thriller'],['Cop Drama', 'Heist', 'Action', 'Crime', 'Drama', 'Thriller'],['Cop Drama', 'One-Person Army Action', 'Action', 'Comedy', 'Crime', 'Drama'],['Cop Drama', 'Period Drama', 'Crime', 'Drama', 'Mystery'],['Cop Drama', 'Police Procedural', 'Psychological Thriller', 'Serial Killer', 'Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Costume Drama', 'Action', 'Drama', 'History'],['Costume Drama', 'Biography', 'Drama'],['Costume Drama', 'Docudrama', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'History'],['Costume Drama', 'Mountain Adventure', 'Period Drama', 'Sword & Sandal', 'Action', 'Drama', 'History', 'War'],['Costume Drama', 'Period Drama', 'Biography', 'Drama', 'History'],['Costume Drama', 'Period Drama', 'Comedy', 'Drama', 'Romance'],['Costume Drama', 'Period Drama', 'Drama', 'History', 'Romance'],['Costume Drama', 'Period Drama', 'Romantic Epic', 'Drama', 'Musical', 'Romance'],['Costume Drama', 'Period Drama', 'Romantic Epic', 'Drama', 'Romance'],['Costume Drama', 'Period Drama', 'Tragic Romance', 'Drama', 'Mystery', 'Romance'],['Crime', 'Drama', 'Family', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Horror', 'Thriller'],['Crime', 'Drama', 'Music', 'Romance'],['Crime', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Crime', 'Drama', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Mystery'],['Crime', 'Drama', 'Romance', 'Thriller'],['Crime', 'Drama', 'Romance'],['Crime', 'Drama', 'Thriller'],['Crime', 'Drama', 'War'],['Crime', 'Drama'],['Crime', 'Horror', 'Romance', 'Thriller'],['Crime', 'Mystery', 'Romance', 'Thriller'],['Crime', 'Mystery', 'Thriller'],['Crime', 'Thriller'],['Cyber Thriller', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Cyber Thriller', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Cyber Thriller', 'Found Footage Horror', 'Psychological Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Cyber Thriller', 'Slasher Horror', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Cyber Thriller', 'Teen Adventure', 'Teen Drama', 'Urban Adventure', 'Adventure', 'Crime', 'Drama', 'Thriller'],['Cyber Thriller', 'Teen Horror', 'Horror', 'Thriller'],['Cyberpunk', 'Comedy', 'Drama', 'Fantasy', 'Mystery', 'Sci-Fi'],['Cyberpunk', 'Dark Comedy', 'Action', 'Sci-Fi', 'Thriller'],['Cyberpunk', 'Dark Comedy', 'Dystopian Sci-Fi', 'One-Person Army Action', 'Urban Adventure', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller', 'War'],['Dark Comedy', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'Action', 'Comedy', 'Fantasy', 'Thriller'],['Dark Comedy', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'Action', 'Drama', 'Sport', 'Thriller', 'War'],['Dark Comedy', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Mystery', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Thriller'],['Dark Comedy', 'Biography', 'Comedy', 'Drama', 'War'],['Dark Comedy', 'Comedy', 'Crime', 'Drama', 'Romance'],['Dark Comedy', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Comedy', 'Drama'],['Dark Comedy', 'Comedy', 'Romance'],['Dark Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Dark Fantasy', 'High-Concept Comedy', 'Satire', 'Comedy', 'Fantasy'],['Dark Comedy', 'Dark Romance', 'Comedy', 'Horror', 'Romance'],['Dark Comedy', 'Drama', 'Thriller'],['Dark Comedy', 'Drama'],['Dark Comedy', 'Drug Crime', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Farce', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Farce', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Farce', 'Gangster', 'Screwball Comedy', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'Farce', 'Parody', 'Satire', 'Stoner Comedy', 'Sword & Sorcery', 'Action', 'Adventure', 'Comedy', 'Fantasy'],['Dark Comedy', 'Folk Horror', 'Period Drama', 'Drama', 'History', 'Horror', 'Mystery'],['Dark Comedy', 'Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'High-Concept Comedy', 'Raunchy Comedy', 'Superhero', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'High-Concept Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Holiday Comedy', 'One-Person Army Action', 'Action', 'Comedy', 'Holiday', 'Thriller'],['Dark Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Martial Arts', 'Action', 'Drama', 'Thriller'],['Dark Comedy', 'Martial Arts', 'Action', 'Thriller'],['Dark Comedy', 'Monster Horror', 'Splatter Horror', 'Vampire Horror', 'Horror', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Action', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Superhero', 'Action', 'Comedy', 'Thriller'],['Dark Comedy', 'Parody', 'Action', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Psychological Drama', 'Drama'],['Dark Comedy', 'Psychological Drama', 'Quest', 'Tragedy', 'Comedy', 'Drama'],['Dark Comedy', 'Psychological Horror', 'Psychological Thriller', 'Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Dark Comedy', 'Raunchy Comedy', 'Romantic Comedy', 'Comedy', 'Romance'],['Dark Comedy', 'Road Trip', 'Adventure', 'Comedy', 'Drama'],['Dark Comedy', 'Road Trip', 'Comedy', 'Drama'],['Dark Comedy', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Romantic Comedy', 'Teen Horror', 'Zombie Horror', 'Comedy', 'Horror', 'Romance'],['Dark Comedy', 'Satire', 'Adventure', 'Comedy', 'Crime', 'Horror', 'Romance'],['Dark Comedy', 'Satire', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Dark Comedy', 'Satire', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Satire', 'Stoner Comedy', 'Action', 'Comedy'],['Dark Comedy', 'Satire', 'Werewolf Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Satire', 'Workplace Drama', 'Comedy', 'Drama', 'Fantasy', 'Sci-Fi'],['Dark Comedy', 'Screwball Comedy', 'Slapstick', 'Comedy', 'Drama'],['Dark Comedy', 'Showbiz Drama', 'Comedy', 'Drama'],['Dark Comedy', 'Slasher Horror', 'Action', 'Horror', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Comedy', 'Holiday', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Holiday', 'Horror'],['Dark Comedy', 'Slasher Horror', 'Splatter Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery'],['Dark Comedy', 'Slasher Horror', 'Suspense Mystery', 'Teen Horror', 'Whodunnit', 'Horror', 'Mystery'],['Dark Comedy', 'Slasher Horror', 'Teen Horror', 'Comedy', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Teen Horror', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Splatter Horror', 'Action', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Splatter Horror', 'Horror'],['Dark Comedy', 'Splatter Horror', 'Supernatural Horror', 'Action', 'Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Spy', 'Action', 'Drama', 'Thriller'],['Dark Comedy', 'Superhero', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'Teen Horror', 'Action', 'Comedy', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Tragedy', 'Comedy', 'Drama', 'Horror'],['Dark Comedy', 'True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['Dark Comedy', 'True Crime', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Zombie Horror', 'Action', 'Comedy', 'Fantasy', 'Horror', 'Romance'],['Dark Comedy', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Dark Fantasy', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi', 'Western'],['Dark Fantasy', 'Action', 'Adventure', 'Fantasy'],['Dark Fantasy', 'Action', 'Crime', 'Drama', 'Fantasy', 'Thriller'],['Dark Fantasy', 'Dark Romance', 'Serial Killer', 'Superhero', 'Supernatural Fantasy', 'Supernatural Horror', 'Tragic Romance', 'Action', 'Crime', 'Fantasy'],['Dark Fantasy', 'Fairy Tale', 'Drama', 'Fantasy', 'Horror'],['Dark Fantasy', 'Fairy Tale', 'Folk Horror', 'Witch Horror', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Dark Fantasy', 'Martial Arts', 'Supernatural Fantasy', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi', 'Thriller'],['Dark Fantasy', 'One-Person Army Action', 'Psychological Horror', 'Splatter Horror', 'Action', 'Fantasy', 'Horror'],['Dark Fantasy', 'Steampunk', 'Comedy', 'Family', 'Fantasy', 'Horror', 'Mystery', 'Sci-Fi'],['Dark Fantasy', 'Superhero', 'Action', 'Adventure', 'Fantasy', 'Horror', 'Sci-Fi'],['Dark Fantasy', 'Supernatural Fantasy', 'Survival', 'Action', 'Adventure', 'Fantasy'],['Dark Fantasy', 'Supernatural Horror', 'Comedy', 'Fantasy', 'Holiday', 'Horror'],['Dark Fantasy', 'Supernatural Horror', 'Vampire Horror', 'Fantasy', 'Horror', 'Thriller'],['Dark Romance', 'Drama', 'Romance', 'Sci-Fi'],['Dark Romance', 'Drama', 'Romance'],['Dark Romance', 'Giallo', 'Supernatural Horror', 'Vampire Horror', 'Drama', 'Horror', 'Romance', 'Thriller'],['Dark Romance', 'Road Trip', 'Adventure', 'Comedy', 'Drama', 'Romance', 'Sci-Fi'],['Dark Romance', 'Slasher Horror', 'Drama', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Dark Romance', 'Supernatural Horror', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Desert Adventure', 'Globetrotting Adventure', 'Quest', 'Action', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Mystery'],['Dinosaur Adventure', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Disaster', 'Action', 'Adventure', 'Crime', 'Thriller'],['Disaster', 'Action', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Disaster', 'Action', 'Drama', 'Thriller'],['Disaster', 'Action', 'Thriller'],['Disaster', 'Docudrama', 'Survival', 'Biography', 'Drama', 'History'],['Disaster', 'Monster Horror', 'Action', 'Horror', 'Thriller'],['Disaster', 'Psychological Thriller', 'Sea Adventure', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Disaster', 'Sea Adventure', 'Survival', 'Action', 'Adventure', 'Biography', 'Drama', 'Romance', 'Thriller'],['Docudrama', 'Action', 'Drama', 'History', 'War'],['Docudrama', 'Biography', 'Comedy', 'Drama', 'Financial Drama'],['Docudrama', 'Biography', 'Drama', 'History'],['Docudrama', 'Biography', 'Drama', 'Music'],['Docudrama', 'Biography', 'Drama'],['Docudrama', 'Gangster', 'Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'History'],['Docudrama', 'Gangster', 'True Crime', 'Biography', 'Crime', 'Drama', 'Thriller'],['Docudrama', 'Gangster', 'True Crime', 'Biography', 'Crime', 'Drama'],['Docudrama', 'Period Drama', 'Action', 'Biography', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'History', 'Sport'],['Docudrama', 'Period Drama', 'Political Drama', 'Biography', 'Drama', 'Romance'],['Docudrama', 'Period Drama', 'Showbiz Drama', 'Biography', 'Comedy', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Teen Drama', 'Biography', 'Drama'],['Docudrama', 'Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'History', 'Mystery', 'Thriller', 'Financial Drama'],['Docudrama', 'Period Drama', 'Workplace Drama', 'Biography', 'Drama'],['Docudrama', 'Psychological Drama', 'Biography', 'Drama'],['Docudrama', 'Showbiz Drama', 'Biography', 'Drama', 'Music'],['Docudrama', 'Tragedy', 'Biography', 'Documentary', 'Drama'],['Docudrama', 'Workplace Drama', 'Biography', 'Drama'],['Documentary', 'Music'],['Drama', 'Family', 'Mystery', 'Romance'],['Drama', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Drama', 'Fantasy', 'Horror'],['Drama', 'Fantasy', 'Music', 'Romance', 'Sci-Fi'],['Drama', 'Fantasy', 'Mystery', 'Romance'],['Drama', 'Fantasy', 'Mystery'],['Drama', 'Fantasy', 'Romance'],['Drama', 'Fantasy', 'Thriller'],['Drama', 'Fantasy'],['Drama', 'Financial Drama'],['Drama', 'History', 'Mystery', 'Thriller'],['Drama', 'History', 'Romance', 'War'],['Drama', 'History', 'Romance'],['Drama', 'History', 'Thriller', 'War'],['Drama', 'History', 'War'],['Drama', 'History'],['Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Drama', 'Horror', 'Mystery', 'Sci-Fi'],['Drama', 'Horror', 'Mystery', 'Thriller'],['Drama', 'Horror', 'Mystery'],['Drama', 'Horror', 'Romance', 'Thriller'],['Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Drama', 'Horror', 'Thriller'],['Drama', 'Music', 'Romance'],['Drama', 'Music'],['Drama', 'Musical', 'Romance'],['Drama', 'Mystery', 'Romance', 'Thriller'],['Drama', 'Mystery', 'Romance'],['Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Drama', 'Mystery', 'Sci-Fi'],['Drama', 'Mystery', 'Thriller'],['Drama', 'Mystery'],['Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Drama', 'Romance', 'Sci-Fi'],['Drama', 'Romance', 'Thriller'],['Drama', 'Romance'],['Drama', 'Sci-Fi'],['Drama', 'Sport'],['Drama', 'Thriller', 'Financial Drama'],['Drama', 'Thriller', 'War'],['Drama', 'Thriller'],['Drama'],['Drug Crime', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Drug Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['Drug Crime', 'Psychological Thriller', 'Crime', 'Drama', 'Thriller'],['Drug Crime', 'Tragedy', 'Crime', 'Drama', 'History', 'Romance', 'Thriller'],['Drug Crime', 'True Crime', 'Biography', 'Crime', 'Drama'],['Drug Crime', 'True Crime', 'Crime', 'Drama'],['Dystopian Sci-Fi', 'Action', 'Fantasy', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Quest', 'Teen Comedy', 'Teen Fantasy', 'Action', 'Adventure', 'Comedy', 'Fantasy', 'Sci-Fi'],['Dystopian Sci-Fi', 'Road Trip', 'Action', 'Crime', 'Drama', 'Sci-Fi'],['Dystopian Sci-Fi', 'Slasher Horror', 'Horror', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Space Sci-Fi', 'Adventure', 'Mystery', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Teen Romance', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Epic', 'Tragedy', 'Drama', 'History', 'War'],['Epic', 'Western Epic', 'Drama', 'Western'],['Erotic Thriller', 'Drama', 'Romance', 'Thriller'],['Erotic Thriller', 'Drama', 'Thriller'],['Erotic Thriller', 'Workplace Drama', 'Drama', 'Romance', 'Thriller'],['Fairy Tale', 'Drama', 'Family', 'Fantasy'],['Fairy Tale', 'Fantasy Epic', 'Supernatural Fantasy', 'Drama', 'Fantasy', 'Romance'],['Fairy Tale', 'Folk Horror', 'Werewolf Horror', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Fairy Tale', 'Teen Fantasy', 'Drama', 'Fantasy', 'Romance'],['Fantasy Epic', 'Supernatural Fantasy', 'Action', 'Fantasy'],['Fantasy', 'Horror', 'Mystery', 'Thriller'],['Fantasy', 'Horror'],['Farce', 'Comedy', 'Crime'],['Feel-Good Romance', 'Comedy', 'Romance'],['Feel-Good Romance', 'Drama', 'Music', 'Romance'],['Feel-Good Romance', 'Drama', 'Mystery', 'Romance', 'War'],['Feel-Good Romance', 'Drama', 'Romance', 'Thriller'],['Feel-Good Romance', 'Drama', 'Romance', 'War'],['Feel-Good Romance', 'Drama', 'Romance'],['Feel-Good Romance', 'Period Drama', 'Psychological Drama', 'Drama', 'Romance', 'Western'],['Feel-Good Romance', 'Raunchy Comedy', 'Romantic Comedy', 'Steamy Romance', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Road Trip', 'Romantic Comedy', 'Adventure', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Comedy', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Teen Comedy', 'Comedy', 'Romance'],['Feel-Good Romance', 'Screwball Comedy', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Workplace Drama', 'Drama', 'Music', 'Musical', 'Romance'],['Folk Horror', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Folk Horror', 'Horror', 'Mystery', 'Thriller'],['Folk Horror', 'Jungle Adventure', 'Splatter Horror', 'Survival', 'Adventure', 'Horror'],['Folk Horror', 'Witch Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Football', 'Biography', 'Drama', 'Family', 'Sport'],['Football', 'Biography', 'Drama', 'History', 'Sport'],['Football', 'Comedy', 'Drama', 'Sport'],['Football', 'Drama', 'Family', 'Fantasy', 'Sport'],['Football', 'Drama', 'Family', 'Sport'],['Football', 'Drama', 'Sport'],['Football', 'Soccer', 'Comedy', 'Drama', 'Sport'],['Found Footage Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Horror', 'Mystery'],['Found Footage Horror', 'Monster Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Parody', 'Comedy', 'Fantasy', 'Horror'],['Found Footage Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Whodunnit', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Space Sci-Fi', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Found Footage Horror', 'Supernatural Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Supernatural Horror', 'Horror'],['Found Footage Horror', 'Supernatural Horror', 'Witch Horror', 'Horror', 'Mystery', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama'],['Gangster', 'Action', 'Crime', 'Thriller'],['Gangster', 'One-Person Army Action', 'Action', 'Crime'],['Gangster', 'True Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['Gangster', 'True Crime', 'Biography', 'Crime', 'Drama', 'History', 'Thriller'],['Giallo', 'Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Globetrotting Adventure', 'Adventure', 'Animation', 'Comedy', 'Family'],['Globetrotting Adventure', 'Adventure', 'Family', 'Fantasy'],['Globetrotting Adventure', 'Teen Adventure', 'Action', 'Adventure', 'Drama', 'Thriller'],['Gun Fu', 'Action', 'Drama', 'Thriller'],['Gun Fu', 'Spy', 'Action', 'Thriller'],['Hand-Drawn Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Music', 'Musical'],['Heist', 'Action', 'Crime', 'Drama', 'Thriller'],['Heist', 'Police Procedural', 'Psychological Drama', 'Psychological Thriller', 'Tragedy', 'Action', 'Adventure', 'Crime', 'Drama', 'Thriller'],['Heist', 'Psychological Drama', 'Psychological Thriller', 'Workplace Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Heist', 'Tragedy', 'Crime', 'Drama', 'Thriller'],['High-Concept Comedy', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['High-Concept Comedy', 'Comedy', 'Family', 'Fantasy', 'Sport'],['Historical Epic', 'Period Drama', 'Sword & Sandal', 'Action', 'Drama', 'History', 'Mystery'],['Holiday Comedy', 'Comedy', 'Crime', 'Drama', 'Holiday', 'Mystery'],['Holiday Comedy', 'Comedy', 'Drama', 'Holiday', 'Romance'],['Holiday Comedy', 'Comedy', 'Drama', 'Holiday'],['Holiday Comedy', 'Comedy', 'Holiday'],['Holiday Comedy', 'Holiday Romance', 'Comedy', 'Drama', 'Holiday', 'Romance'],['Holiday Comedy', 'Holiday Romance', 'Romantic Comedy', 'Comedy', 'Drama', 'Fantasy', 'Holiday', 'Romance'],['Holiday Comedy', 'Raunchy Comedy', 'Comedy', 'Holiday'],['Holiday Comedy', 'Raunchy Comedy', 'Stoner Comedy', 'Comedy', 'Fantasy', 'Holiday'],['Holiday Comedy', 'Stoner Comedy', 'Adventure', 'Comedy', 'Holiday'],['Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Horror', 'Mystery', 'Thriller'],['Horror', 'Sci-Fi', 'Thriller'],['Horror', 'Thriller'],['Horror'],['Jungle Adventure', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Jungle Adventure', 'Teen Adventure', 'Action', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Mystery'],['Jungle Adventure', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery'],['Kung Fu', 'Martial Arts', 'Action', 'Biography', 'Drama', 'Romance', 'War'],['Kung Fu', 'Martial Arts', 'Action', 'Drama'],['Legal Drama', 'Biography', 'Drama', 'Romance'],['Legal Drama', 'Drama'],['Legal Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Legal Thriller', 'Crime', 'Drama', 'Thriller'],['Martial Arts', 'Action', 'Comedy', 'Sport'],['Martial Arts', 'Action', 'Comedy'],['Martial Arts', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Martial Arts', 'Action', 'Crime', 'Thriller'],['Martial Arts', 'Action', 'Drama', 'Sport'],['Martial Arts', 'Action', 'Drama'],['Martial Arts', 'Action', 'Thriller'],['Martial Arts', 'Action'],['Martial Arts', 'One-Person Army Action', 'Action', 'Drama', 'Romance', 'Thriller'],['Martial Arts', 'One-Person Army Action', 'Action', 'Drama', 'Thriller'],['Martial Arts', 'Superhero', 'Action', 'Adventure', 'Drama', 'Fantasy', 'Sci-Fi'],['Medical Drama', 'Biography', 'Drama'],['Medical Drama', 'Drama', 'Mystery', 'Thriller'],['Medical Drama', 'Psychological Drama', 'Suspense Mystery', 'Drama', 'Mystery', 'Sci-Fi'],['Mockumentary', 'Raunchy Comedy', 'Comedy', 'Drama', 'Music', 'Musical'],['Monster Horror', 'Action', 'Horror', 'War'],['Monster Horror', 'Action', 'Horror'],['Monster Horror', 'Drama', 'Fantasy', 'Horror'],['Monster Horror', 'Psychological Horror', 'Supernatural Horror', 'Drama', 'Horror', 'Mystery'],['Monster Horror', 'Slasher Horror', 'Horror', 'Thriller'],['Monster Horror', 'Supernatural Horror', 'Zombie Horror', 'Action', 'Horror', 'Sci-Fi'],['Music Documentary', 'Documentary', 'Music'],['Mystery', 'Romance', 'Thriller'],['One-Person Army Action', 'Action', 'Crime', 'Thriller'],['One-Person Army Action', 'Action', 'Drama', 'Thriller'],['One-Person Army Action', 'Action', 'Thriller'],['One-Person Army Action', 'Psychological Drama', 'Psychological Thriller', 'Action', 'Thriller'],['One-Person Army Action', 'Quest', 'Survival', 'Action', 'Adventure', 'Thriller'],['One-Person Army Action', 'Tragedy', 'Action', 'Drama', 'Mystery', 'Thriller'],['Parody', 'Action', 'Comedy'],['Parody', 'Comedy', 'Fantasy', 'Horror'],['Parody', 'Comedy', 'Horror'],['Parody', 'Slapstick', 'Comedy', 'Western'],['Parody', 'Slapstick', 'Comedy'],['Parody', 'Slapstick', 'Vampire Horror', 'Comedy', 'Horror'],['Parody', 'Superhero', 'Action', 'Adventure', 'Comedy', 'Sci-Fi'],['Period Drama', 'Action', 'Crime', 'Drama', 'Western'],['Period Drama', 'Adventure', 'Biography', 'Drama', 'Mystery'],['Period Drama', 'Adventure', 'Drama', 'History', 'Thriller'],['Period Drama', 'Biography', 'Drama', 'History'],['Period Drama', 'Biography', 'Drama', 'Music'],['Period Drama', 'Biography', 'Drama', 'Romance'],['Period Drama', 'Comedy', 'Drama'],['Period Drama', 'Drama', 'History', 'Thriller', 'War', 'Western'],['Period Drama', 'Drama', 'History'],['Period Drama', 'Drama', 'Western'],['Period Drama', 'Drama'],['Period Drama', 'Political Drama', 'Biography', 'Drama', 'History'],['Period Drama', 'Prison Drama', 'Psychological Drama', 'Psychological Thriller', 'Workplace Drama', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Period Drama', 'Psychological Drama', 'Drama', 'Western'],['Period Drama', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Period Drama', 'Showbiz Drama', 'Biography', 'Drama'],['Period Drama', 'Steamy Romance', 'Drama', 'History', 'Romance'],['Period Drama', 'Steamy Romance', 'Tragic Romance', 'Drama', 'Romance'],['Period Drama', 'Supernatural Horror', 'Drama', 'Fantasy', 'Horror', 'Thriller'],['Period Drama', 'Tragedy', 'Drama', 'Romance'],['Period Drama', 'Tragedy', 'Drama', 'Western'],['Period Drama', 'Tragic Romance', 'Biography', 'Drama', 'History', 'Romance'],['Police Procedural', 'Action', 'Crime', 'Drama', 'Thriller'],['Police Procedural', 'Political Thriller', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Police Procedural', 'Prison Drama', 'Spy', 'Action', 'Crime', 'Drama', 'Thriller'],['Police Procedural', 'Serial Killer', 'Whodunnit', 'Crime', 'Mystery', 'Thriller'],['Political Drama', 'Biography', 'Drama', 'History', 'Thriller', 'War'],['Political Drama', 'Biography', 'Drama', 'History', 'Thriller'],['Political Drama', 'Comedy', 'Drama'],['Political Thriller', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Political Thriller', 'Drama', 'Thriller'],['Political Thriller', 'Spy', 'Biography', 'Drama', 'Thriller'],['Pop Musical', 'Comedy', 'Crime', 'Drama', 'Musical', 'Thriller'],['Pop Musical', 'Comedy', 'Drama', 'Musical', 'Romance'],['Pop Musical', 'Psychological Thriller', 'Drama', 'Musical', 'Thriller'],['Pop Musical', 'Teen Comedy', 'Comedy', 'Musical'],['Pop Musical', 'Teen Drama', 'Drama', 'Musical'],['Prison Drama', 'Psychological Thriller', 'Drama', 'Thriller'],['Psychological Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Drama', 'Mystery'],['Psychological Drama', 'Drama'],['Psychological Drama', 'Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Thriller'],['Psychological Drama', 'Psychological Horror', 'Serial Killer', 'Slasher Horror', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Drama', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Whodunnit', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Psychological Drama', 'Spy', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Horror', 'Drama', 'Horror', 'Mystery'],['Psychological Horror', 'Horror', 'Mystery', 'Sci-Fi'],['Psychological Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Serial Killer', 'Crime', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Slasher Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Action', 'Adventure', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Whodunnit', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Slasher Horror', 'Horror'],['Psychological Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Supernatural Horror', 'Witch Horror', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Tragedy', 'Drama', 'Horror', 'Music', 'Thriller'],['Psychological Thriller', 'Action', 'Crime', 'Thriller'],['Psychological Thriller', 'Comedy', 'Drama', 'Sci-Fi', 'Thriller'],['Psychological Thriller', 'Comedy', 'Drama', 'Thriller'],['Psychological Thriller', 'Crime', 'Thriller'],['Psychological Thriller', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Drama', 'Thriller'],['Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Action', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Psychological Thriller', 'Teen Drama', 'Teen Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Tragedy', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Whodunnit', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Whodunnit', 'Mystery', 'Thriller'],['Quest', 'Action', 'Adventure', 'Drama', 'Western'],['Quest', 'Action', 'Adventure', 'Family', 'Fantasy', 'Romance'],['Quirky Comedy', 'Comedy', 'Horror', 'Sci-Fi'],['Quirky Comedy', 'Showbiz Drama', 'Comedy', 'Drama', 'Romance', 'Sci-Fi'],['Quirky Comedy', 'Teen Comedy', 'Comedy', 'Family'],['Raunchy Comedy', 'Comedy', 'Drama'],['Raunchy Comedy', 'Comedy', 'Romance'],['Raunchy Comedy', 'Comedy'],['Raunchy Comedy', 'Romantic Comedy', 'Steamy Romance', 'Comedy', 'Romance'],['Raunchy Comedy', 'Romantic Comedy', 'Teen Comedy', 'Teen Romance', 'Comedy', 'Romance'],['Raunchy Comedy', 'Satire', 'Comedy', 'Drama'],['Raunchy Comedy', 'Sketch Comedy', 'Comedy'],['Road Trip', 'Adventure', 'Drama', 'Romance'],['Road Trip', 'Comedy', 'Drama', 'Romance'],['Road Trip', 'Comedy', 'Romance'],['Road Trip', 'Romantic Comedy', 'Comedy', 'Romance'],['Road Trip', 'Slapstick', 'Adventure', 'Comedy'],['Road Trip', 'Teen Adventure', 'Teen Comedy', 'Adventure', 'Comedy', 'Family'],['Romance'],['Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Romantic Comedy', 'Comedy', 'Music', 'Romance'],['Romantic Comedy', 'Comedy', 'Romance'],['Romantic Comedy', 'Satire', 'Comedy', 'Fantasy', 'Musical', 'Romance'],['Romantic Comedy', 'Screwball Comedy', 'Adventure', 'Comedy', 'Romance'],['Romantic Epic', 'Drama', 'Music', 'Musical', 'Romance'],['Satire', 'Comedy', 'Drama', 'Mystery'],['Satire', 'Comedy', 'Drama', 'Romance'],['Satire', 'Comedy', 'Drama'],['Satire', 'Comedy', 'Fantasy'],['Satire', 'Comedy', 'Music'],['Satire', 'Showbiz Drama', 'Comedy', 'Drama', 'Mystery'],['Satire', 'Slapstick', 'Comedy', 'Drama'],['Sea Adventure', 'Drama', 'Thriller'],['Sea Adventure', 'Survival', 'Action', 'Adventure', 'Drama'],['Serial Killer', 'Crime', 'Mystery', 'Thriller'],['Serial Killer', 'Slasher Horror', 'Crime', 'Drama', 'Horror'],['Serial Killer', 'Slasher Horror', 'Crime', 'Horror', 'Thriller'],['Serial Killer', 'Slasher Horror', 'Crime', 'Horror'],['Serial Killer', 'Slasher Horror', 'Supernatural Horror', 'Teen Drama', 'Teen Horror', 'Crime', 'Drama', 'Horror', 'Mystery'],['Serial Killer', 'Splatter Horror', 'Tragedy', 'Crime', 'Horror', 'Thriller'],['Serial Killer', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Serial Killer', 'Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Showbiz Drama', 'Biography', 'Drama', 'Romance'],['Showbiz Drama', 'Comedy', 'Drama'],['Slapstick', 'Action', 'Adventure', 'Comedy', 'Mystery', 'Romance'],['Slapstick', 'Action', 'Comedy', 'Documentary'],['Slapstick', 'Action', 'Comedy', 'Family'],['Slapstick', 'Comedy', 'Drama', 'Family', 'Fantasy'],['Slapstick', 'Comedy', 'Family'],['Slapstick', 'Comedy'],['Slapstick', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Slasher Horror', 'Action', 'Comedy', 'Horror', 'Thriller'],['Slasher Horror', 'Action', 'Drama', 'Horror', 'Thriller'],['Slasher Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Horror', 'Thriller'],['Slasher Horror', 'Horror'],['Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Horror'],['Slasher Horror', 'Splatter Horror', 'Teen Horror', 'Horror', 'Mystery'],['Slasher Horror', 'Supernatural Horror', 'Horror'],['Slasher Horror', 'Supernatural Horror', 'Suspense Mystery', 'Teen Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror'],['Slasher Horror', 'Suspense Mystery', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Teen Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Soccer', 'Comedy', 'Romance', 'Sport'],['Soccer', 'Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Sport'],['Space Sci-Fi', 'Action', 'Adventure', 'Drama', 'Sci-Fi'],['Space Sci-Fi', 'Tragedy', 'Horror', 'Sci-Fi', 'Thriller'],['Splatter Horror', 'Drama', 'Horror', 'Thriller'],['Splatter Horror', 'Horror', 'Thriller'],['Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Zombie Horror', 'Horror'],['Splatter Horror', 'Whodunnit', 'Horror', 'Mystery', 'Thriller'],['Spy', 'Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Spy', 'Action', 'Comedy', 'Thriller'],['Spy', 'Action', 'Sci-Fi', 'Thriller'],['Spy', 'Action', 'Thriller'],['Spy', 'Crime', 'Drama', 'Thriller'],['Spy', 'Drama', 'Thriller'],['Spy', 'True Crime', 'Crime', 'Drama', 'Thriller'],['Stand-Up', 'Comedy', 'Documentary'],['Steampunk', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Steamy Romance', 'Drama', 'Romance'],['Steamy Romance', 'Teen Drama', 'Teen Romance', 'Drama', 'Romance'],['Stoner Comedy', 'Comedy', 'Drama'],['Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family'],['Stop Motion Animation', 'Animation', 'Comedy', 'Drama', 'Family', 'Horror', 'Sci-Fi', 'Thriller'],['Superhero', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Superhero', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi'],['Superhero', 'Action', 'Adventure', 'Sci-Fi'],['Superhero', 'Action', 'Drama', 'Fantasy', 'Thriller', 'Western'],['Superhero', 'Supernatural Fantasy', 'Action', 'Fantasy', 'Thriller'],['Superhero', 'Teen Comedy', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Supernatural Fantasy', 'Sword & Sandal', 'Sword & Sorcery', 'Action', 'Adventure', 'Fantasy'],['Supernatural Horror', 'Action', 'Drama', 'Horror', 'Thriller'],['Supernatural Horror', 'Action', 'Fantasy', 'Horror'],['Supernatural Horror', 'Biography', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Drama', 'Horror', 'Mystery', 'Romance'],['Supernatural Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Drama', 'Horror'],['Supernatural Horror', 'Fantasy', 'Horror', 'Mystery'],['Supernatural Horror', 'Fantasy', 'Horror', 'Thriller'],['Supernatural Horror', 'Fantasy', 'Horror'],['Supernatural Horror', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Horror', 'Thriller'],['Supernatural Horror', 'Horror'],['Supernatural Horror', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery'],['Supernatural Horror', 'Suspense Mystery', 'Fantasy', 'Horror', 'Mystery'],['Supernatural Horror', 'Teen Horror', 'Tragedy', 'Drama', 'Horror', 'Thriller'],['Supernatural Horror', 'Tragedy', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Zombie Horror', 'Comedy', 'Drama', 'Horror', 'Mystery'],['Supernatural Horror', 'Zombie Horror', 'Drama', 'Horror', 'Mystery'],['Survival', 'Action', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Survival', 'Action', 'Thriller'],['Survival', 'Adventure', 'Drama'],['Survival', 'Drama', 'Thriller'],['Survival', 'Horror', 'Mystery', 'Thriller'],['Suspense Mystery', 'Horror', 'Mystery', 'Sci-Fi'],['Sword & Sandal', 'Action', 'Adventure', 'Drama'],['Sword & Sandal', 'Action', 'Drama', 'History', 'War'],['Teen Adventure', 'Action', 'Adventure', 'Fantasy', 'Horror', 'Mystery', 'Romance'],['Teen Adventure', 'Adventure', 'Drama', 'Family', 'Fantasy', 'Music', 'Romance', 'Sci-Fi'],['Teen Comedy', 'Comedy'],['Teen Comedy', 'Teen Romance', 'Comedy', 'Romance'],['Teen Drama', 'Drama', 'Mystery', 'Romance'],['Teen Drama', 'Teen Romance', 'Tragedy', 'Drama', 'Romance'],['Teen Horror', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Teen Horror', 'Adventure', 'Horror', 'Mystery'],['Teen Horror', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Teen Horror', 'Vampire Horror', 'Action', 'Comedy', 'Drama', 'Horror', 'Mystery'],['Teen Romance', 'Drama', 'Romance'],['Teen Romance', 'Tragedy', 'Tragic Romance', 'Drama', 'Romance'],['Teen Romance', 'Werewolf Horror', 'Action', 'Fantasy', 'Horror', 'Romance', 'Thriller'],['Thriller', 'Western'],['Thriller'],['Time Travel', 'Comedy', 'Sci-Fi'],['Time Travel', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Tragedy', 'Biography', 'Drama'],['Tragedy', 'Crime', 'Drama', 'Romance'],['Tragedy', 'Drama', 'Mystery', 'Romance', 'Sci-Fi'],['Tragic Romance', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Tragic Romance', 'Drama', 'Romance'],['True Crime', 'Action', 'Biography', 'Crime', 'Drama', 'History', 'Thriller'],['True Crime', 'Action', 'Biography', 'Crime', 'Drama'],['True Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['True Crime', 'Biography', 'Crime', 'Drama', 'History'],['True Crime', 'Biography', 'Crime', 'Drama', 'Sport'],['True Crime', 'Biography', 'Crime', 'Drama'],['True Crime', 'Crime', 'Drama', 'History', 'Mystery', 'Thriller'],['True Crime', 'Crime', 'Drama', 'Mystery', 'Thriller'],['True Crime', 'Crime', 'Horror', 'Mystery', 'Thriller'],['True Crime', 'Workplace Drama', 'Crime', 'Drama', 'Thriller'],['Vampire Horror', 'Action', 'Fantasy', 'Horror', 'Sci-Fi', 'Thriller'],['War Epic', 'Action', 'Comedy', 'War'],['Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Whodunnit', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Witch Horror', 'Horror', 'Mystery', 'Thriller'],['Workplace Drama', 'Biography', 'Drama'],['Workplace Drama', 'Drama'],['Wuxia', 'Action', 'Adventure'],['Wuxia', 'Action', 'Drama', 'History'],['Zombie Horror', 'Action', 'Horror', 'Thriller'],['Zombie Horror', 'Drama', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Zombie Horror', 'Drama', 'Horror', 'Sci-Fi'] 1572 153 low (0.097328244 0.902671756)
## 6) country=Argentina, Germany, Spain,Australia, France, Switzerland, Thailand, United Kingdom,Austria,Austria, France, Germany, Romania,Belgium,Belgium, Canada, France, Hungary, United Kingdom,Belgium, France, Italy,Belgium, France, Italy, United Kingdom,Belgium, France, Poland,Belgium, France, Romania,Bhutan, France, Taiwan, United States of America,Brazil, France,Canada, Germany, Mexico, South Africa,Canada, Italy, United States of America,Denmark,Denmark, France, Iceland, Sweden,Denmark, Iceland, Norway, Poland,Egypt, France, Italy, Lebanon, Qatar,Finland, France, Germany,Finland, Germany,France, Germany, Hungary,France, Germany, India, United States of America,France, Germany, Poland, Spain, United States of America,France, Germany, Sweden, Turkey,France, Germany, Turkey,France, Germany, United Kingdom,France, Italy, Belgium,France, Lebanon,France, Lebanon, United Kingdom, United States of America,France, South Africa, United Kingdom, United States of America,France, Spain,France, Spain, United States of America,Germany, Ireland,Greece,Hong Kong, China,India, Kenya, United States of America,India, United States of America, United Arab Emirates,Iran,Ireland, Canada,Israel,Italy, France, United Kingdom, Switzerland,Mexico, Germany,Mexico, Taiwan, United States of America,New Zealand,Norway, France, Sweden, Poland,Norway, Sweden,Poland, United Kingdom, France, Belgium, India,Romania,Sweden, United States of America,Switzerland, Germany,United States of America, Mexico 53 0 high (1.000000000 0.000000000) *
## 7) country=,Algeria, Belgium, France, Italy, Tunisia,Argentina, Chile, Mexico, Peru,Argentina, Colombia, Denmark, Germany, Netherlands, Sweden, Switzerland, Uruguay,Argentina, France, Norway, Spain,Argentina, Spain,Australia,Australia, Canada,Australia, Canada, China, United States of America,Australia, Canada, New Zealand, United Kingdom,Australia, Canada, United States of America,Australia, China, France, Hong Kong, United Kingdom, United States of America,Australia, China, United Kingdom,Australia, China, United States of America,Australia, France,Australia, France, Ireland, United States of America,Australia, France, United Kingdom,Australia, Luxembourg, United States of America,Australia, Mexico, United States of America,Australia, New Zealand, United Kingdom,Australia, Spain, United States of America,Australia, United Kingdom,Australia, United States of America,Austria, France, Germany,Austria, France, Germany, Luxembourg,Austria, Germany,Austria, India,Belgium, Brazil, Denmark, Norway, South Africa, Sweden, United Kingdom,Belgium, Cambodia, France, Germany, Romania, South Korea,Belgium, Canada, France, Spain, United States of America,Belgium, Canada, Germany, United Kingdom,Belgium, China, France,Belgium, Czech Republic, France, Germany, United Kingdom,Belgium, Denmark, France, Hungary, Ireland, Norway,Belgium, Denmark, Ireland, United States of America,Belgium, Finland, France, Mexico, Netherlands,Belgium, Finland, Norway, Sweden,Belgium, France,Belgium, France, Czech Republic,Belgium, France, Germany,Belgium, France, Germany, Greece, Japan, Mexico, Switzerland,Belgium, France, Germany, Israel, Luxembourg, Poland,Belgium, France, Germany, Italy,Belgium, France, Germany, Mexico, Sweden,Belgium, France, Ireland, Japan, United Kingdom,Belgium, France, Italy, Spain,Belgium, France, Luxembourg,Belgium, France, Netherlands,Belgium, France, Portugal, Spain, United Kingdom, United States of America,Belgium, France, Russia, Saudi Arabia, United Kingdom, United States of America,Belgium, France, Spain,Belgium, France, Sweden, United Kingdom,Belgium, France, Ukraine,Belgium, France, United Kingdom,Belgium, France, United States of America,Belgium, France, United States of America, Mexico,Belgium, Germany, Spain,Belgium, Germany, United Kingdom, United States of America,Belgium, Ireland, United Kingdom, United States of America,Belgium, Ireland, United States of America,Belgium, Luxembourg, France,Belgium, Spain,Belgium, United Kingdom, Spain,Belgium, United Kingdom, United States of America,Belgium, United States of America, United Kingdom,Brazil,Brazil, France, United Kingdom, United States of America,Brazil, Greece, United States of America,Brazil, United States of America,Bulgaria, France, United Kingdom, United States of America,Bulgaria, Spain,Bulgaria, United States of America,Bulgaria, United States of America, France, Canada,Canada,Canada, Chile, United States of America,Canada, China, Puerto Rico, United Kingdom, United States of America,Canada, China, United States of America,Canada, Finland, United States of America,Canada, France,Canada, France, Greece, United States of America,Canada, France, Ireland, United Kingdom, United States of America,Canada, France, Norway, United Kingdom, United States of America,Canada, France, Spain,Canada, France, United Kingdom,Canada, France, United States of America,Canada, Germany, Norway, Sweden,Canada, Germany, United Kingdom, United States of America,Canada, Greece, United Kingdom,Canada, Hong Kong, United States of America,Canada, India, United Kingdom, United States of America,Canada, India, United States of America,Canada, Ireland, United States of America,Canada, Italy, United Kingdom, United States of America,Canada, Japan, United States of America,Canada, Kazakhstan, Hong Kong, Thailand, United States of America,Canada, Mexico, United States of America,Canada, Puerto Rico, United States of America,Canada, Russia, United States of America,Canada, Serbia, United States of America,Canada, Singapore, United States of America,Canada, South Korea, United States of America,Canada, Spain, United States of America,Canada, Sweden, United Kingdom, United States of America,Canada, United Kingdom,Canada, United Kingdom, United States of America,Canada, United States of America,Canada, United States of America, France, Germany,Chile, China, United States of America,Chile, Colombia, Spain, United States of America,Chile, Germany, United Kingdom, United States of America,Chile, Germany, United States of America,Chile, United States of America,China,China, Colombia, United States of America,China, France,China, France, Hong Kong, Taiwan,China, France, United States of America,China, Germany, Japan, United Kingdom,China, Hong Kong,China, Hong Kong, Taiwan,China, Hong Kong, United States of America,China, Iceland, United States of America,China, Japan, United States of America,China, Singapore, South Korea,China, South Korea, United States of America,China, Taiwan,China, United Kingdom, United States of America,China, United States of America,Cyprus, United States of America,Czech Republic, France, United Kingdom,Czech Republic, France, United Kingdom, United States of America,Czech Republic, Poland,Czech Republic, Romania, United Kingdom, United States of America,Denmark, France, Germany, Morocco, Sweden,Denmark, France, Germany, Sweden,Denmark, France, Italy, Japan, Sweden, Germany,Denmark, France, Norway, Sweden,Denmark, France, Norway, United States of America,Denmark, France, Sweden, United States of America,Denmark, France, United States of America,Denmark, Netherlands,Denmark, Sweden, Germany,Denmark, United States of America,Dominican Republic, United Kingdom, United States of America,Estonia, United States of America,Finland, Germany, Australia,Finland, Norway, Germany, Sweden, France,Finland, United Arab Emirates, United States of America,Finland, United States of America,France,France, Australia, Germany, Italy,France, Germany,France, Germany, Mexico, Switzerland, United States of America, Cayman Islands,France, Germany, Poland,France, Germany, Poland, United Kingdom, United States of America,France, Germany, United Kingdom, United States of America,France, Germany, United States of America,France, Guadaloupe, Russia, Serbia, United States of America,France, Hungary,France, Ireland, United States of America,France, Italy,France, Italy, Japan, United States of America,France, Italy, Spain,France, Italy, United Kingdom,France, Japan,France, Japan, United Kingdom, United States of America,France, Japan, United States of America,France, Luxembourg, Romania, United Kingdom, United States of America,France, Mexico,France, Mexico, United States of America,France, Netherlands, Sweden,France, Spain, United Kingdom, United States of America,France, Sweden, Germany, Norway,France, Sweden, United Kingdom, United States of America,France, Switzerland, United Kingdom, United States of America,France, United Kingdom,France, United Kingdom, United States of America,France, United States of America,France, United States of America, Spain, Belgium, Romania,France, United States of America, Thailand,Germany,Germany, Belgium, Denmark, France,Germany, France,Germany, France, Hungary,Germany, France, Italy, Canada,Germany, Hungary, Sweden, United States of America,Germany, India, United Kingdom, United States of America,Germany, Italy,Germany, Italy, Switzerland,Germany, Netherlands, Norway, Sweden,Germany, South Africa,Germany, Spain, United Kingdom,Germany, Switzerland, United States of America,Germany, United Kingdom,Germany, United Kingdom, United States of America,Germany, United States of America,Germany, United States of America, Canada,Germany, United States of America, France, United Kingdom,Greece, Norway, Sweden,Greece, United States of America,Hong Kong,Hong Kong, France, United States of America, Netherlands,Hong Kong, United States of America,Hungary,Hungary, Serbia, Spain, United States of America,Hungary, United Kingdom,Iceland, Finland, United States of America, Sweden, Denmark, Germany,Iceland, New Zealand, Switzerland, United States of America,Iceland, Norway, United Kingdom, United States of America,Iceland, United Kingdom, United States of America,Iceland, United States of America,Iceland, United States of America, Japan,India,India, Ireland, United States of America,India, Malta, Thailand,India, New Zealand, South Korea, United States of America,India, Switzerland, United States of America,India, Thailand,India, United Kingdom,India, United Kingdom, United States of America,India, United States of America,Indonesia, United States of America,Ireland, United Kingdom, United States of America,Ireland, United States of America,Israel, United States of America,Italy,Italy, France, Ireland,Italy, Spain,Italy, United Kingdom, United States of America,Italy, United States of America,Japan,Japan, New Zealand, United States of America,Japan, United Kingdom,Japan, United States of America,Luxembourg, New Zealand, United States of America, Australia,Malaysia, Portugal, United States of America,Mexico,Mexico, Spain,Mexico, United Kingdom, United States of America, Chile,Mexico, United States of America,Morocco, Romania, United Arab Emirates, United Kingdom,Morocco, United States of America,Myanmar, France,Netherlands,Netherlands, Denmark, Belgium,New Zealand, Canada,New Zealand, United Kingdom, United States of America,Norway,Norway, Iceland,Panama, United States of America,Poland,Portugal, France,Puerto Rico, United Kingdom, United States of America,Puerto Rico, United States of America,Russia,Russia, United States of America,Russia, United States of America, China,Serbia, United Arab Emirates, United Kingdom,Slovakia, Spain, United Kingdom, United States of America,South Africa, United States of America,South Korea,South Korea, Spain, United Kingdom, United States of America,South Korea, United States of America,Spain,Spain, France,Spain, France, Italy,Spain, United Kingdom, United States of America,Spain, United States of America,Spain, Venezuela,Sweden,Sweden, United Kingdom, United States of America,Switzerland, United Kingdom, Germany, Canada,Switzerland, United Kingdom, United States of America,Switzerland, United States of America,Taiwan, United States of America,Thailand,Thailand, United States of America,Turkey, United Kingdom, United States of America,Turkey, United States of America,United Arab Emirates, United States of America,United Arab Emirates, United States of America, Canada, China,United Kingdom,United Kingdom, Australia, Sweden,United Kingdom, France,United Kingdom, Germany,United Kingdom, Italy, France,United Kingdom, United States of America,United Kingdom, United States of America, Iceland,United Kingdom, United States of America, Ireland, Netherlands, France,United Kingdom, United States of America, Russia,United States of America,United States of America, Australia,United States of America, Australia, Czech Republic,United States of America, Belgium,United States of America, Canada,United States of America, Canada, France,United States of America, China,United States of America, China, Hong Kong,United States of America, China, Thailand,United States of America, France,United States of America, France, Ireland, United Kingdom,United States of America, Germany,United States of America, Hungary,United States of America, India,United States of America, Ireland,United States of America, Japan, Hungary,United States of America, Malaysia, Singapore,United States of America, Malta,United States of America, Netherlands,United States of America, Russia,United States of America, Spain, United Kingdom,United States of America, United Arab Emirates,United States of America, United Kingdom,United States of America, United Kingdom, Spain,Vietnam 1519 100 low (0.065832785 0.934167215)
## 14) genres.x=['Action', 'Drama', 'History', 'Thriller', 'War'],['Action', 'Drama', 'War'],['Action'],['Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Biography', 'Comedy', 'Drama', 'Romance'],['Biography', 'Comedy', 'Drama'],['Biography', 'Documentary'],['Biography', 'Drama', 'History'],['Biography', 'Drama', 'Music'],['Biography', 'Drama', 'Romance'],['Biography', 'Drama'],['Comedy', 'Drama', 'Music'],['Comedy', 'Drama'],['Coming-of-Age', 'Comedy', 'Drama', 'Music'],['Coming-of-Age', 'Drama', 'Fantasy'],['Coming-of-Age', 'Teen Drama', 'Drama'],['Cop Drama', 'Heist', 'Action', 'Crime', 'Drama', 'Thriller'],['Crime', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Crime', 'Drama', 'Romance'],['Crime', 'Drama', 'Thriller'],['Crime', 'Drama'],['Docudrama', 'Biography', 'Drama', 'History'],['Docudrama', 'Biography', 'Drama'],['Documentary', 'Music'],['Drama', 'History', 'Romance', 'War'],['Drama', 'History', 'War'],['Drama', 'History'],['Drama', 'Music'],['Drama', 'Mystery', 'Romance', 'Thriller'],['Drama', 'Romance'],['Drama', 'Thriller'],['Drama'],['Holiday Comedy', 'Comedy', 'Drama', 'Holiday'],['Legal Drama', 'Drama'],['Martial Arts', 'Action', 'Crime', 'Thriller'],['Period Drama', 'Drama', 'Western'],['Period Drama', 'Drama'],['Psychological Drama', 'Drama', 'Mystery'],['Psychological Drama', 'Drama'],['Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Steamy Romance', 'Drama', 'Romance'],['True Crime', 'Action', 'Biography', 'Crime', 'Drama'],['True Crime', 'Biography', 'Crime', 'Drama'] 297 91 low (0.306397306 0.693602694)
## 28) country=Argentina, Spain,Australia, United Kingdom,Australia, United States of America,Austria, France, Germany,Belgium, France,Belgium, France, Germany,Belgium, United Kingdom, United States of America,Brazil,Canada, United Kingdom,China, United States of America,France, Germany,France, Germany, United Kingdom, United States of America,France, United Kingdom, United States of America,Germany,Greece, United States of America,Hungary,India, United Kingdom, United States of America,Indonesia, United States of America,Italy,Italy, United States of America,South Korea,United Kingdom,United States of America, Malta 52 16 high (0.692307692 0.307692308) *
## 29) country=,Argentina, France, Norway, Spain,Australia,Australia, France,Australia, France, United Kingdom,Austria, France, Germany, Luxembourg,Belgium, Cambodia, France, Germany, Romania, South Korea,Belgium, Finland, France, Mexico, Netherlands,Belgium, France, Czech Republic,Belgium, France, Germany, Italy,Belgium, France, Sweden, United Kingdom,Belgium, Germany, Spain,Belgium, Ireland, United States of America,Brazil, Greece, United States of America,Canada,Canada, France, Greece, United States of America,Canada, France, Spain,Canada, Germany, Norway, Sweden,Canada, Kazakhstan, Hong Kong, Thailand, United States of America,Canada, United Kingdom, United States of America,Canada, United States of America,China,China, Hong Kong,China, Hong Kong, Taiwan,China, Taiwan,Czech Republic, Poland,Denmark, France, Norway, United States of America,France,France, Australia, Germany, Italy,France, Germany, Poland,France, Hungary,France, Italy,France, Japan,France, Netherlands, Sweden,France, United Kingdom,France, United States of America,France, United States of America, Spain, Belgium, Romania,Germany, Belgium, Denmark, France,Germany, France,Germany, Italy, Switzerland,Germany, Netherlands, Norway, Sweden,Germany, Spain, United Kingdom,Germany, United States of America,Hong Kong, United States of America,Iceland, Finland, United States of America, Sweden, Denmark, Germany,India,Italy, Spain,Japan,Mexico,Mexico, Spain,Mexico, United Kingdom, United States of America, Chile,Morocco, Romania, United Arab Emirates, United Kingdom,Myanmar, France,Norway,Russia,Spain, United States of America,Spain, Venezuela,Sweden,Switzerland, United States of America,Taiwan, United States of America,Turkey, United States of America,United Arab Emirates, United States of America,United Kingdom, United States of America,United States of America,United States of America, China,United States of America, France, Ireland, United Kingdom,United States of America, India,United States of America, Ireland 245 55 low (0.224489796 0.775510204) *
## 15) genres.x=['Action Epic', 'Adventure Epic', 'Action', 'Adventure'],['Action Epic', 'Artificial Intelligence', 'Sci-Fi Epic', 'Superhero', 'Action', 'Sci-Fi', 'Thriller'],['Action Epic', 'Conspiracy Thriller', 'Cop Drama', 'Drug Crime', 'Heist', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action Epic', 'Globetrotting Adventure', 'Spy', 'Action', 'Adventure', 'Thriller'],['Action Epic', 'Historical Epic', 'Action', 'Drama', 'History'],['Action Epic', 'Martial Arts', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Action', 'Adventure', 'Comedy', 'Drama'],['Action', 'Adventure', 'Comedy', 'Family', 'War'],['Action', 'Adventure', 'Comedy', 'Fantasy', 'Romance'],['Action', 'Adventure', 'Comedy'],['Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Drama', 'Family', 'Sci-Fi', 'Thriller'],['Action', 'Adventure', 'Drama', 'History', 'Romance', 'War'],['Action', 'Adventure', 'Drama', 'History', 'War'],['Action', 'Adventure', 'Drama', 'Mystery', 'Thriller'],['Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller', 'War'],['Action', 'Adventure', 'Drama', 'Thriller'],['Action', 'Adventure', 'Fantasy'],['Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Action', 'Adventure', 'Thriller', 'War'],['Action', 'Adventure', 'Thriller'],['Action', 'Adventure'],['Action', 'Biography', 'Crime', 'Drama', 'Fantasy'],['Action', 'Biography', 'Drama', 'History', 'War', 'Western'],['Action', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Comedy', 'Crime', 'Family'],['Action', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Action', 'Comedy', 'Crime', 'Thriller'],['Action', 'Comedy', 'Crime'],['Action', 'Comedy', 'Drama', 'Thriller'],['Action', 'Comedy', 'Family'],['Action', 'Comedy', 'Horror', 'Thriller'],['Action', 'Comedy', 'Thriller'],['Action', 'Comedy'],['Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Action', 'Crime', 'Drama', 'Thriller'],['Action', 'Crime', 'Drama'],['Action', 'Crime', 'Mystery', 'Thriller'],['Action', 'Crime', 'Thriller'],['Action', 'Drama', 'Fantasy', 'Western'],['Action', 'Drama', 'History', 'War'],['Action', 'Drama', 'Mystery', 'Thriller'],['Action', 'Drama', 'Romance'],['Action', 'Drama', 'Sci-Fi', 'Thriller'],['Action', 'Drama', 'Sci-Fi'],['Action', 'Drama', 'Thriller', 'Western'],['Action', 'Drama', 'Thriller'],['Action', 'Drama'],['Action', 'Fantasy', 'Horror'],['Action', 'Fantasy', 'Romance'],['Action', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Action', 'Horror', 'Sci-Fi', 'Thriller'],['Action', 'Horror', 'Sci-Fi'],['Action', 'Horror'],['Action', 'Mystery', 'Thriller'],['Action', 'Sci-Fi', 'Thriller'],['Action', 'Thriller'],['Adult Animation', 'Animation', 'Documentary'],['Adult Animation', 'Hand-Drawn Animation', 'Superhero', 'Action', 'Animation', 'Crime', 'Drama', 'Thriller'],['Adventure Epic', 'Anime', 'Dark Fantasy', 'Fantasy Epic', 'Sword & Sorcery', 'Action', 'Adventure', 'Animation', 'Drama', 'Fantasy'],['Adventure Epic', 'Epic', 'Fantasy Epic', 'Quest', 'Sword & Sorcery', 'Adventure', 'Drama', 'Fantasy'],['Adventure Epic', 'Quest', 'Supernatural Fantasy', 'Sword & Sorcery', 'Teen Fantasy', 'Urban Adventure', 'Action', 'Adventure', 'Family', 'Fantasy'],['Adventure', 'Animation', 'Comedy', 'Family', 'Sci-Fi'],['Adventure', 'Animation', 'Comedy', 'Family'],['Adventure', 'Animation', 'Family'],['Adventure', 'Biography', 'Comedy', 'Drama'],['Adventure', 'Biography', 'Drama', 'History'],['Adventure', 'Comedy', 'Crime', 'Family'],['Adventure', 'Comedy', 'Drama', 'Fantasy', 'Holiday', 'Mystery', 'Romance'],['Adventure', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Adventure', 'Comedy', 'Drama', 'Fantasy'],['Adventure', 'Comedy', 'Drama', 'Mystery', 'Romance'],['Adventure', 'Comedy', 'Family', 'Romance'],['Adventure', 'Comedy', 'Family'],['Adventure', 'Comedy', 'Fantasy', 'Horror'],['Adventure', 'Comedy', 'Thriller'],['Adventure', 'Drama', 'Family'],['Adventure', 'Drama', 'History', 'Mystery', 'War'],['Adventure', 'Drama', 'Horror', 'Mystery', 'Sci-Fi'],['Adventure', 'Drama', 'Romance', 'Thriller', 'Western'],['Adventure', 'Drama', 'Thriller'],['Adventure', 'Drama'],['Adventure', 'Family', 'Holiday', 'Musical', 'Romance'],['Adventure', 'Fantasy', 'Horror'],['Alien Invasion', 'Action', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Adventure', 'Family', 'Sci-Fi'],['Alien Invasion', 'Body Horror', 'Psychological Horror', 'Adventure', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Buddy Comedy', 'Road Trip', 'Adventure', 'Comedy', 'Sci-Fi'],['Alien Invasion', 'Coming-of-Age', 'Dystopian Sci-Fi', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Dark Comedy', 'Satire', 'Action', 'Comedy', 'Sci-Fi'],['Alien Invasion', 'High-Concept Comedy', 'Teen Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Kaiju', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Survival', 'Action', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller'],['Alien Invasion', 'Teen Adventure', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Animal Adventure', 'Adventure', 'Drama', 'Family', 'War'],['Animal Adventure', 'Buddy Comedy', 'Computer Animation', 'Time Travel', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'History'],['Animal Adventure', 'Caper', 'Globetrotting Adventure', 'Quirky Comedy', 'Satire', 'Urban Adventure', 'Adventure', 'Comedy', 'Crime', 'Family'],['Animal Adventure', 'Comedy', 'Family'],['Animal Adventure', 'Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family'],['Animal Adventure', 'Computer Animation', 'Superhero', 'Action', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family', 'Fantasy'],['Animal Adventure', 'Dark Comedy', 'Slapstick', 'Comedy', 'Family'],['Animal Adventure', 'Docudrama', 'Drama', 'Family'],['Animal Adventure', 'Pop Musical', 'Supernatural Fantasy', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Musical'],['Animation', 'Drama', 'Family'],['Animation', 'Drama', 'Sci-Fi'],['Artificial Intelligence', 'Action', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Cyber Thriller', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Martial Arts', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Artificial Intelligence', 'Teen Comedy', 'Teen Horror', 'Comedy', 'Horror', 'Sci-Fi'],['Artificial Intelligence', 'Teen Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['B-Action', 'Action', 'Thriller'],['B-Action', 'Dark Comedy', 'One-Person Army Action', 'Satire', 'Action', 'Comedy', 'Crime', 'Thriller'],['B-Action', 'Space Sci-Fi', 'Steampunk', 'Action', 'Adventure', 'Comedy', 'Sci-Fi'],['B-Horror', 'Dark Comedy', 'Dark Fantasy', 'Farce', 'Supernatural Fantasy', 'Supernatural Horror', 'Zombie Horror', 'Comedy', 'Fantasy', 'Horror'],['B-Horror', 'Dark Comedy', 'Parody', 'Comedy', 'Fantasy', 'Horror'],['B-Horror', 'Dark Comedy', 'Space Sci-Fi', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller'],['B-Horror', 'Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['B-Horror', 'Horror', 'Mystery', 'Thriller'],['B-Horror', 'Slasher Horror', 'Comedy', 'Horror', 'Thriller'],['B-Horror', 'Vampire Horror', 'Drama', 'Horror'],['Baseball', 'Drama', 'Romance', 'Sport'],['Basketball', 'Comedy', 'Drama', 'Sport'],['Basketball', 'Drama', 'Family', 'Sport'],['Basketball', 'Drama', 'Sport'],['Biography', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Biography', 'Comedy', 'Drama', 'Music'],['Biography', 'Comedy', 'Drama', 'Romance', 'Sport'],['Biography', 'Crime', 'Drama', 'Thriller', 'War'],['Biography', 'Drama', 'History', 'Mystery', 'Romance', 'War'],['Biography', 'Drama', 'History', 'Romance'],['Biography', 'Drama', 'History', 'Thriller', 'War'],['Biography', 'Drama', 'Music', 'Romance'],['Biography', 'Drama', 'Romance', 'War'],['Biography', 'Drama', 'War'],['Biography', 'Drama', 'Western'],['Biography', 'Romance'],['Body Horror', 'Coming-of-Age', 'Drama', 'Horror'],['Body Horror', 'Conspiracy Thriller', 'Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Body Horror', 'Dark Comedy', 'Comedy', 'Drama', 'Horror', 'War'],['Body Horror', 'Dark Comedy', 'Monster Horror', 'Psychological Horror', 'Tragedy', 'Comedy', 'Horror'],['Body Horror', 'Dark Fantasy', 'Pop Musical', 'Supernatural Fantasy', 'Supernatural Horror', 'Teen Fantasy', 'Teen Horror', 'Witch Horror', 'Fantasy', 'Horror'],['Body Horror', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Body Horror', 'Dystopian Sci-Fi', 'Drama', 'Horror', 'Sci-Fi'],['Body Horror', 'Folk Horror', 'Monster Horror', 'Superhero', 'Supernatural Horror', 'Witch Horror', 'Zombie Horror', 'Action', 'Horror', 'Mystery'],['Body Horror', 'Found Footage Horror', 'Horror', 'Mystery'],['Body Horror', 'Horror', 'Mystery', 'Sci-Fi'],['Body Horror', 'Monster Horror', 'Drama', 'Fantasy', 'Horror'],['Body Horror', 'Psychological Horror', 'Psychological Thriller', 'Supernatural Horror', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Body Horror', 'Psychological Horror', 'Serial Killer', 'Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Crime', 'Horror', 'Mystery'],['Body Horror', 'Splatter Horror', 'Horror', 'Mystery', 'Thriller'],['Body Horror', 'Steampunk', 'Zombie Horror', 'Action', 'Horror', 'Sci-Fi', 'War'],['Body Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Body Horror', 'Werewolf Horror', 'Horror'],['Body Horror', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Body Swap Comedy', 'Comedy', 'Drama', 'Family', 'Fantasy'],['Body Swap Comedy', 'Comedy', 'Fantasy', 'Romance'],['Body Swap Comedy', 'Comedy', 'Fantasy'],['Body Swap Comedy', 'Dark Comedy', 'Slasher Horror', 'Supernatural Horror', 'Teen Comedy', 'Teen Horror', 'Comedy', 'Horror', 'Thriller'],['Boxing', 'Biography', 'Drama', 'Sport'],['Boxing', 'Buddy Comedy', 'Comedy', 'Drama', 'Sport'],['Boxing', 'Docudrama', 'Biography', 'Drama', 'Sport'],['Buddy Comedy', 'Action', 'Adventure', 'Comedy'],['Buddy Comedy', 'Action', 'Comedy', 'Crime', 'Family'],['Buddy Comedy', 'Action', 'Comedy', 'Crime'],['Buddy Comedy', 'Adventure', 'Comedy'],['Buddy Comedy', 'Bumbling Detective', 'Parody', 'Slapstick', 'True Crime', 'Whodunnit', 'Comedy', 'Crime', 'Mystery'],['Buddy Comedy', 'Caper', 'Comedy', 'Crime'],['Buddy Comedy', 'Comedy', 'Drama', 'Romance'],['Buddy Comedy', 'Comedy', 'Drama'],['Buddy Comedy', 'Comedy'],['Buddy Comedy', 'Coming-of-Age', 'Psychological Drama', 'Quirky Comedy', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama', 'Family'],['Buddy Comedy', 'Computer Animation', 'Action', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Sci-Fi'],['Buddy Comedy', 'Computer Animation', 'Farce', 'High-Concept Comedy', 'Parody', 'Slapstick', 'Superhero', 'Urban Adventure', 'Action', 'Adventure'],['Buddy Comedy', 'Dark Comedy', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Buddy Comedy', 'Dark Comedy', 'Satire', 'Action', 'Adventure', 'Comedy'],['Buddy Comedy', 'Dark Comedy', 'True Crime', 'Comedy', 'Crime'],['Buddy Comedy', 'Martial Arts', 'Action', 'Comedy'],['Buddy Comedy', 'Raunchy Comedy', 'Comedy', 'Romance'],['Buddy Comedy', 'Raunchy Comedy', 'Road Trip', 'Comedy'],['Buddy Cop', 'Action', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Buddy Cop', 'Action', 'Comedy', 'Crime', 'Mystery'],['Buddy Cop', 'Action', 'Comedy', 'Crime'],['Buddy Cop', 'Dark Comedy', 'Action', 'Comedy', 'Crime', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Buddy Cop', 'Dark Comedy', 'Action', 'Comedy', 'Crime', 'Mystery'],['Buddy Cop', 'Globetrotting Adventure', 'High-Concept Comedy', 'Spy', 'Action', 'Adventure', 'Comedy'],['Bumbling Detective', 'Cozy Mystery', 'Comedy', 'Crime', 'Mystery'],['Bumbling Detective', 'Cozy Mystery', 'Whodunnit', 'Comedy', 'Crime', 'Mystery'],['Bumbling Detective', 'Dark Comedy', 'Period Drama', 'Satire', 'Whodunnit', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Romance'],['Caper', 'Car Action', 'Dark Comedy', 'Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Caper', 'Comedy', 'Crime'],['Caper', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Caper', 'Heist', 'Comedy', 'Crime', 'Drama', 'Romance'],['Caper', 'Slapstick', 'Action', 'Adventure', 'Comedy', 'Crime', 'Mystery'],['Caper', 'True Crime', 'Action', 'Biography', 'Comedy', 'Crime', 'Drama', 'Mystery'],['Caper', 'True Crime', 'Biography', 'Crime', 'Drama'],['Car Action', 'Action', 'Thriller'],['Car Action', 'Psychological Thriller', 'Action', 'Thriller'],['Comedy', 'Crime', 'Drama', 'Mystery'],['Comedy', 'Crime', 'Drama', 'Thriller'],['Comedy', 'Crime', 'Drama'],['Comedy', 'Crime', 'Mystery', 'Thriller'],['Comedy', 'Crime', 'Mystery'],['Comedy', 'Crime', 'Romance'],['Comedy', 'Crime'],['Comedy', 'Drama', 'Family', 'Fantasy'],['Comedy', 'Drama', 'Family', 'Music', 'Romance'],['Comedy', 'Drama', 'Family', 'Romance'],['Comedy', 'Drama', 'Fantasy', 'Horror', 'Sci-Fi', 'Thriller'],['Comedy', 'Drama', 'Fantasy', 'Romance'],['Comedy', 'Drama', 'Fantasy'],['Comedy', 'Drama', 'Horror', 'Mystery'],['Comedy', 'Drama', 'Music', 'Romance'],['Comedy', 'Drama', 'Musical', 'Romance'],['Comedy', 'Drama', 'Mystery'],['Comedy', 'Drama', 'Romance'],['Comedy', 'Drama', 'Sport'],['Comedy', 'Family'],['Comedy', 'Fantasy', 'Romance'],['Comedy', 'Fantasy', 'Thriller'],['Comedy', 'Fantasy'],['Comedy', 'Horror', 'Sci-Fi', 'Thriller'],['Comedy', 'Horror'],['Comedy', 'Music', 'War'],['Comedy', 'Musical'],['Comedy', 'Mystery', 'Sci-Fi'],['Comedy', 'Romance', 'Sci-Fi'],['Comedy', 'Romance', 'Sport'],['Comedy', 'Romance'],['Comedy', 'Thriller'],['Comedy'],['Coming-of-Age', 'Contemporary Western', 'Road Trip', 'Drama'],['Coming-of-Age', 'Costume Drama', 'Feel-Good Romance', 'Period Drama', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Dark Romance', 'Docudrama', 'Period Drama', 'Showbiz Drama', 'Teen Romance', 'Biography', 'Drama', 'Music', 'Romance'],['Coming-of-Age', 'Docudrama', 'Period Drama', 'Teen Drama', 'Biography', 'Drama', 'Music'],['Coming-of-Age', 'Drama', 'Romance', 'Thriller'],['Coming-of-Age', 'Drama', 'Romance'],['Coming-of-Age', 'Period Drama', 'Drama'],['Coming-of-Age', 'Period Drama', 'Teen Drama', 'Drama'],['Coming-of-Age', 'Psychological Drama', 'Teen Drama', 'Biography', 'Drama'],['Coming-of-Age', 'Psychological Drama', 'Teen Drama', 'Drama', 'Sport'],['Coming-of-Age', 'Quest', 'Adventure', 'Drama', 'Mystery'],['Coming-of-Age', 'Quirky Comedy', 'Comedy', 'Drama', 'Romance'],['Coming-of-Age', 'Raunchy Comedy', 'Adventure', 'Comedy'],['Coming-of-Age', 'Road Trip', 'Tragic Romance', 'Drama', 'Horror', 'Romance'],['Coming-of-Age', 'Supernatural Fantasy', 'Vampire Horror', 'Action', 'Comedy', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Coming-of-Age', 'Teen Comedy', 'Teen Drama', 'Comedy', 'Drama', 'Romance'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Drama', 'Family', 'Fantasy', 'Musical', 'Mystery', 'Romance'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Musical'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Music'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Musical', 'Western'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Romance'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Sci-Fi'],['Computer Animation', 'Adventure', 'Animation', 'Comedy', 'Family'],['Computer Animation', 'Adventure', 'Animation', 'Family', 'History', 'War'],['Computer Animation', 'Desert Adventure', 'Holiday Animation', 'Holiday Family', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Holiday'],['Computer Animation', 'Jukebox Musical', 'Pop Musical', 'Animation', 'Biography', 'Comedy', 'Family', 'Musical'],['Computer Animation', 'Parody', 'Adventure', 'Animation', 'Comedy', 'Crime', 'Family'],['Computer Animation', 'Quest', 'Road Trip', 'Sea Adventure', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Computer Animation', 'Slapstick', 'Adventure', 'Animation', 'Comedy', 'Family'],['Concert', 'Music Documentary', 'Biography', 'Documentary', 'Music'],['Concert', 'Music Documentary', 'Documentary', 'Music'],['Conspiracy Thriller', 'Action', 'Crime', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Action', 'Horror', 'Thriller'],['Conspiracy Thriller', 'Action', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Action', 'Thriller'],['Conspiracy Thriller', 'Cop Drama', 'One-Person Army Action', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Conspiracy Thriller', 'Cyber Thriller', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Dark Comedy', 'One-Person Army Action', 'Space Sci-Fi', 'Action', 'Sci-Fi', 'Thriller'],['Conspiracy Thriller', 'Dark Comedy', 'Political Thriller', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller', 'Financial Drama'],['Conspiracy Thriller', 'Found Footage Horror', 'Horror', 'Thriller'],['Conspiracy Thriller', 'One-Person Army Action', 'Action', 'Mystery', 'Thriller'],['Conspiracy Thriller', 'One-Person Army Action', 'Political Drama', 'Spy', 'Action', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Period Drama', 'Drama', 'Thriller'],['Conspiracy Thriller', 'Slasher Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Contemporary Western', 'Action', 'Crime', 'Horror', 'Thriller', 'Western'],['Contemporary Western', 'Action', 'Thriller'],['Contemporary Western', 'Dark Comedy', 'Action', 'Thriller', 'Western'],['Contemporary Western', 'Drama', 'Romance'],['Contemporary Western', 'Gun Fu', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Contemporary Western', 'One-Person Army Action', 'Road Trip', 'Action', 'Drama', 'Thriller'],['Contemporary Western', 'Psychological Drama', 'Psychological Thriller', 'Action', 'Adventure', 'Thriller'],['Cop Drama', 'One-Person Army Action', 'Action', 'Comedy', 'Crime', 'Drama'],['Cop Drama', 'Period Drama', 'Crime', 'Drama', 'Mystery'],['Cop Drama', 'Police Procedural', 'Psychological Thriller', 'Serial Killer', 'Suspense Mystery', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Costume Drama', 'Action', 'Drama', 'History'],['Costume Drama', 'Biography', 'Drama'],['Costume Drama', 'Docudrama', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'History'],['Costume Drama', 'Mountain Adventure', 'Period Drama', 'Sword & Sandal', 'Action', 'Drama', 'History', 'War'],['Costume Drama', 'Period Drama', 'Biography', 'Drama', 'History'],['Costume Drama', 'Period Drama', 'Comedy', 'Drama', 'Romance'],['Costume Drama', 'Period Drama', 'Drama', 'History', 'Romance'],['Costume Drama', 'Period Drama', 'Romantic Epic', 'Drama', 'Musical', 'Romance'],['Costume Drama', 'Period Drama', 'Romantic Epic', 'Drama', 'Romance'],['Costume Drama', 'Period Drama', 'Tragic Romance', 'Drama', 'Mystery', 'Romance'],['Crime', 'Drama', 'Family', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Horror', 'Thriller'],['Crime', 'Drama', 'Music', 'Romance'],['Crime', 'Drama', 'Mystery', 'Thriller'],['Crime', 'Drama', 'Mystery'],['Crime', 'Drama', 'Romance', 'Thriller'],['Crime', 'Drama', 'War'],['Crime', 'Horror', 'Romance', 'Thriller'],['Crime', 'Mystery', 'Romance', 'Thriller'],['Crime', 'Mystery', 'Thriller'],['Crime', 'Thriller'],['Cyber Thriller', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Cyber Thriller', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Cyber Thriller', 'Found Footage Horror', 'Psychological Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Cyber Thriller', 'Slasher Horror', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Cyber Thriller', 'Teen Adventure', 'Teen Drama', 'Urban Adventure', 'Adventure', 'Crime', 'Drama', 'Thriller'],['Cyber Thriller', 'Teen Horror', 'Horror', 'Thriller'],['Cyberpunk', 'Comedy', 'Drama', 'Fantasy', 'Mystery', 'Sci-Fi'],['Cyberpunk', 'Dark Comedy', 'Action', 'Sci-Fi', 'Thriller'],['Cyberpunk', 'Dark Comedy', 'Dystopian Sci-Fi', 'One-Person Army Action', 'Urban Adventure', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller', 'War'],['Dark Comedy', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'Action', 'Comedy', 'Fantasy', 'Thriller'],['Dark Comedy', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'Action', 'Drama', 'Sport', 'Thriller', 'War'],['Dark Comedy', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Mystery', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Action', 'Thriller'],['Dark Comedy', 'Biography', 'Comedy', 'Drama', 'War'],['Dark Comedy', 'Comedy', 'Crime', 'Drama', 'Romance'],['Dark Comedy', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Comedy', 'Drama'],['Dark Comedy', 'Comedy', 'Romance'],['Dark Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Dark Fantasy', 'High-Concept Comedy', 'Satire', 'Comedy', 'Fantasy'],['Dark Comedy', 'Dark Romance', 'Comedy', 'Horror', 'Romance'],['Dark Comedy', 'Drama', 'Thriller'],['Dark Comedy', 'Drama'],['Dark Comedy', 'Drug Crime', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Farce', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Farce', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Farce', 'Gangster', 'Screwball Comedy', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'Farce', 'Parody', 'Satire', 'Stoner Comedy', 'Sword & Sorcery', 'Action', 'Adventure', 'Comedy', 'Fantasy'],['Dark Comedy', 'Folk Horror', 'Period Drama', 'Drama', 'History', 'Horror', 'Mystery'],['Dark Comedy', 'Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'High-Concept Comedy', 'Raunchy Comedy', 'Superhero', 'Action', 'Comedy', 'Crime'],['Dark Comedy', 'High-Concept Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Holiday Comedy', 'One-Person Army Action', 'Action', 'Comedy', 'Holiday', 'Thriller'],['Dark Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Martial Arts', 'Action', 'Drama', 'Thriller'],['Dark Comedy', 'Martial Arts', 'Action', 'Thriller'],['Dark Comedy', 'Monster Horror', 'Splatter Horror', 'Vampire Horror', 'Horror', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Action', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'One-Person Army Action', 'Superhero', 'Action', 'Comedy', 'Thriller'],['Dark Comedy', 'Parody', 'Action', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Psychological Drama', 'Drama'],['Dark Comedy', 'Psychological Drama', 'Quest', 'Tragedy', 'Comedy', 'Drama'],['Dark Comedy', 'Psychological Horror', 'Psychological Thriller', 'Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Psychological Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Dark Comedy', 'Raunchy Comedy', 'Romantic Comedy', 'Comedy', 'Romance'],['Dark Comedy', 'Road Trip', 'Adventure', 'Comedy', 'Drama'],['Dark Comedy', 'Road Trip', 'Comedy', 'Drama'],['Dark Comedy', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Dark Comedy', 'Romantic Comedy', 'Teen Horror', 'Zombie Horror', 'Comedy', 'Horror', 'Romance'],['Dark Comedy', 'Satire', 'Adventure', 'Comedy', 'Crime', 'Horror', 'Romance'],['Dark Comedy', 'Satire', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Dark Comedy', 'Satire', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Dark Comedy', 'Satire', 'Stoner Comedy', 'Action', 'Comedy'],['Dark Comedy', 'Satire', 'Werewolf Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Satire', 'Workplace Drama', 'Comedy', 'Drama', 'Fantasy', 'Sci-Fi'],['Dark Comedy', 'Screwball Comedy', 'Slapstick', 'Comedy', 'Drama'],['Dark Comedy', 'Showbiz Drama', 'Comedy', 'Drama'],['Dark Comedy', 'Slasher Horror', 'Action', 'Horror', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Comedy', 'Holiday', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Holiday', 'Horror'],['Dark Comedy', 'Slasher Horror', 'Splatter Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery'],['Dark Comedy', 'Slasher Horror', 'Suspense Mystery', 'Teen Horror', 'Whodunnit', 'Horror', 'Mystery'],['Dark Comedy', 'Slasher Horror', 'Teen Horror', 'Comedy', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Dark Comedy', 'Slasher Horror', 'Teen Horror', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Splatter Horror', 'Action', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Splatter Horror', 'Horror'],['Dark Comedy', 'Splatter Horror', 'Supernatural Horror', 'Action', 'Comedy', 'Horror', 'Thriller'],['Dark Comedy', 'Spy', 'Action', 'Drama', 'Thriller'],['Dark Comedy', 'Superhero', 'Action', 'Crime', 'Thriller'],['Dark Comedy', 'Teen Horror', 'Action', 'Comedy', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Dark Comedy', 'Tragedy', 'Comedy', 'Drama', 'Horror'],['Dark Comedy', 'True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['Dark Comedy', 'True Crime', 'Comedy', 'Crime', 'Thriller'],['Dark Comedy', 'Urban Adventure', 'Action', 'Adventure', 'Comedy', 'Crime', 'Mystery', 'Thriller'],['Dark Comedy', 'Zombie Horror', 'Action', 'Comedy', 'Fantasy', 'Horror', 'Romance'],['Dark Comedy', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Dark Fantasy', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi', 'Western'],['Dark Fantasy', 'Action', 'Adventure', 'Fantasy'],['Dark Fantasy', 'Action', 'Crime', 'Drama', 'Fantasy', 'Thriller'],['Dark Fantasy', 'Dark Romance', 'Serial Killer', 'Superhero', 'Supernatural Fantasy', 'Supernatural Horror', 'Tragic Romance', 'Action', 'Crime', 'Fantasy'],['Dark Fantasy', 'Fairy Tale', 'Drama', 'Fantasy', 'Horror'],['Dark Fantasy', 'Fairy Tale', 'Folk Horror', 'Witch Horror', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Dark Fantasy', 'Martial Arts', 'Supernatural Fantasy', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi', 'Thriller'],['Dark Fantasy', 'One-Person Army Action', 'Psychological Horror', 'Splatter Horror', 'Action', 'Fantasy', 'Horror'],['Dark Fantasy', 'Steampunk', 'Comedy', 'Family', 'Fantasy', 'Horror', 'Mystery', 'Sci-Fi'],['Dark Fantasy', 'Superhero', 'Action', 'Adventure', 'Fantasy', 'Horror', 'Sci-Fi'],['Dark Fantasy', 'Supernatural Fantasy', 'Survival', 'Action', 'Adventure', 'Fantasy'],['Dark Fantasy', 'Supernatural Horror', 'Comedy', 'Fantasy', 'Holiday', 'Horror'],['Dark Fantasy', 'Supernatural Horror', 'Vampire Horror', 'Fantasy', 'Horror', 'Thriller'],['Dark Romance', 'Drama', 'Romance', 'Sci-Fi'],['Dark Romance', 'Drama', 'Romance'],['Dark Romance', 'Giallo', 'Supernatural Horror', 'Vampire Horror', 'Drama', 'Horror', 'Romance', 'Thriller'],['Dark Romance', 'Road Trip', 'Adventure', 'Comedy', 'Drama', 'Romance', 'Sci-Fi'],['Dark Romance', 'Slasher Horror', 'Drama', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Dark Romance', 'Supernatural Horror', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Desert Adventure', 'Globetrotting Adventure', 'Quest', 'Action', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Mystery'],['Dinosaur Adventure', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Disaster', 'Action', 'Adventure', 'Crime', 'Thriller'],['Disaster', 'Action', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Disaster', 'Action', 'Drama', 'Thriller'],['Disaster', 'Action', 'Thriller'],['Disaster', 'Docudrama', 'Survival', 'Biography', 'Drama', 'History'],['Disaster', 'Monster Horror', 'Action', 'Horror', 'Thriller'],['Disaster', 'Psychological Thriller', 'Sea Adventure', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Disaster', 'Sea Adventure', 'Survival', 'Action', 'Adventure', 'Biography', 'Drama', 'Romance', 'Thriller'],['Docudrama', 'Action', 'Drama', 'History', 'War'],['Docudrama', 'Biography', 'Comedy', 'Drama', 'Financial Drama'],['Docudrama', 'Biography', 'Drama', 'Music'],['Docudrama', 'Gangster', 'Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'History'],['Docudrama', 'Gangster', 'True Crime', 'Biography', 'Crime', 'Drama', 'Thriller'],['Docudrama', 'Gangster', 'True Crime', 'Biography', 'Crime', 'Drama'],['Docudrama', 'Period Drama', 'Action', 'Biography', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Biography', 'Comedy', 'Drama', 'History', 'Sport'],['Docudrama', 'Period Drama', 'Political Drama', 'Biography', 'Drama', 'Romance'],['Docudrama', 'Period Drama', 'Showbiz Drama', 'Biography', 'Comedy', 'Drama', 'History'],['Docudrama', 'Period Drama', 'Teen Drama', 'Biography', 'Drama'],['Docudrama', 'Period Drama', 'True Crime', 'Biography', 'Crime', 'Drama', 'History', 'Mystery', 'Thriller', 'Financial Drama'],['Docudrama', 'Period Drama', 'Workplace Drama', 'Biography', 'Drama'],['Docudrama', 'Psychological Drama', 'Biography', 'Drama'],['Docudrama', 'Showbiz Drama', 'Biography', 'Drama', 'Music'],['Docudrama', 'Tragedy', 'Biography', 'Documentary', 'Drama'],['Docudrama', 'Workplace Drama', 'Biography', 'Drama'],['Drama', 'Family', 'Mystery', 'Romance'],['Drama', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Drama', 'Fantasy', 'Horror'],['Drama', 'Fantasy', 'Music', 'Romance', 'Sci-Fi'],['Drama', 'Fantasy', 'Mystery', 'Romance'],['Drama', 'Fantasy', 'Mystery'],['Drama', 'Fantasy', 'Romance'],['Drama', 'Fantasy', 'Thriller'],['Drama', 'Fantasy'],['Drama', 'Financial Drama'],['Drama', 'History', 'Mystery', 'Thriller'],['Drama', 'History', 'Romance'],['Drama', 'History', 'Thriller', 'War'],['Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Drama', 'Horror', 'Mystery', 'Sci-Fi'],['Drama', 'Horror', 'Mystery', 'Thriller'],['Drama', 'Horror', 'Mystery'],['Drama', 'Horror', 'Romance', 'Thriller'],['Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Drama', 'Horror', 'Thriller'],['Drama', 'Music', 'Romance'],['Drama', 'Musical', 'Romance'],['Drama', 'Mystery', 'Romance'],['Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Drama', 'Mystery', 'Sci-Fi'],['Drama', 'Mystery', 'Thriller'],['Drama', 'Mystery'],['Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Drama', 'Romance', 'Sci-Fi'],['Drama', 'Romance', 'Thriller'],['Drama', 'Sci-Fi'],['Drama', 'Sport'],['Drama', 'Thriller', 'Financial Drama'],['Drama', 'Thriller', 'War'],['Drug Crime', 'Action', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Drug Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['Drug Crime', 'Psychological Thriller', 'Crime', 'Drama', 'Thriller'],['Drug Crime', 'Tragedy', 'Crime', 'Drama', 'History', 'Romance', 'Thriller'],['Drug Crime', 'True Crime', 'Biography', 'Crime', 'Drama'],['Drug Crime', 'True Crime', 'Crime', 'Drama'],['Dystopian Sci-Fi', 'Action', 'Fantasy', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Action', 'Horror', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Quest', 'Teen Comedy', 'Teen Fantasy', 'Action', 'Adventure', 'Comedy', 'Fantasy', 'Sci-Fi'],['Dystopian Sci-Fi', 'Road Trip', 'Action', 'Crime', 'Drama', 'Sci-Fi'],['Dystopian Sci-Fi', 'Slasher Horror', 'Horror', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Space Sci-Fi', 'Adventure', 'Mystery', 'Sci-Fi', 'Thriller'],['Dystopian Sci-Fi', 'Teen Romance', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Epic', 'Tragedy', 'Drama', 'History', 'War'],['Epic', 'Western Epic', 'Drama', 'Western'],['Erotic Thriller', 'Drama', 'Romance', 'Thriller'],['Erotic Thriller', 'Drama', 'Thriller'],['Erotic Thriller', 'Workplace Drama', 'Drama', 'Romance', 'Thriller'],['Fairy Tale', 'Drama', 'Family', 'Fantasy'],['Fairy Tale', 'Fantasy Epic', 'Supernatural Fantasy', 'Drama', 'Fantasy', 'Romance'],['Fairy Tale', 'Folk Horror', 'Werewolf Horror', 'Fantasy', 'Horror', 'Mystery', 'Romance', 'Thriller'],['Fairy Tale', 'Teen Fantasy', 'Drama', 'Fantasy', 'Romance'],['Fantasy Epic', 'Supernatural Fantasy', 'Action', 'Fantasy'],['Fantasy', 'Horror', 'Mystery', 'Thriller'],['Fantasy', 'Horror'],['Farce', 'Comedy', 'Crime'],['Feel-Good Romance', 'Comedy', 'Romance'],['Feel-Good Romance', 'Drama', 'Music', 'Romance'],['Feel-Good Romance', 'Drama', 'Mystery', 'Romance', 'War'],['Feel-Good Romance', 'Drama', 'Romance', 'Thriller'],['Feel-Good Romance', 'Drama', 'Romance', 'War'],['Feel-Good Romance', 'Drama', 'Romance'],['Feel-Good Romance', 'Period Drama', 'Psychological Drama', 'Drama', 'Romance', 'Western'],['Feel-Good Romance', 'Raunchy Comedy', 'Romantic Comedy', 'Steamy Romance', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Road Trip', 'Romantic Comedy', 'Adventure', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Comedy', 'Romance'],['Feel-Good Romance', 'Romantic Comedy', 'Teen Comedy', 'Comedy', 'Romance'],['Feel-Good Romance', 'Screwball Comedy', 'Comedy', 'Drama', 'Romance'],['Feel-Good Romance', 'Workplace Drama', 'Drama', 'Music', 'Musical', 'Romance'],['Folk Horror', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Folk Horror', 'Horror', 'Mystery', 'Thriller'],['Folk Horror', 'Jungle Adventure', 'Splatter Horror', 'Survival', 'Adventure', 'Horror'],['Folk Horror', 'Witch Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Football', 'Biography', 'Drama', 'Family', 'Sport'],['Football', 'Biography', 'Drama', 'History', 'Sport'],['Football', 'Comedy', 'Drama', 'Sport'],['Football', 'Drama', 'Family', 'Fantasy', 'Sport'],['Football', 'Drama', 'Family', 'Sport'],['Football', 'Drama', 'Sport'],['Football', 'Soccer', 'Comedy', 'Drama', 'Sport'],['Found Footage Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Found Footage Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Horror', 'Mystery'],['Found Footage Horror', 'Monster Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Parody', 'Comedy', 'Fantasy', 'Horror'],['Found Footage Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Whodunnit', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Space Sci-Fi', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Found Footage Horror', 'Supernatural Horror', 'Horror', 'Mystery', 'Thriller'],['Found Footage Horror', 'Supernatural Horror', 'Horror'],['Found Footage Horror', 'Supernatural Horror', 'Witch Horror', 'Horror', 'Mystery', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama', 'Thriller'],['Gangster', 'Action', 'Crime', 'Drama'],['Gangster', 'Action', 'Crime', 'Thriller'],['Gangster', 'One-Person Army Action', 'Action', 'Crime'],['Gangster', 'True Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['Gangster', 'True Crime', 'Biography', 'Crime', 'Drama', 'History', 'Thriller'],['Giallo', 'Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Globetrotting Adventure', 'Adventure', 'Animation', 'Comedy', 'Family'],['Globetrotting Adventure', 'Adventure', 'Family', 'Fantasy'],['Globetrotting Adventure', 'Teen Adventure', 'Action', 'Adventure', 'Drama', 'Thriller'],['Gun Fu', 'Action', 'Drama', 'Thriller'],['Gun Fu', 'Spy', 'Action', 'Thriller'],['Hand-Drawn Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Music', 'Musical'],['Heist', 'Action', 'Crime', 'Drama', 'Thriller'],['Heist', 'Police Procedural', 'Psychological Drama', 'Psychological Thriller', 'Tragedy', 'Action', 'Adventure', 'Crime', 'Drama', 'Thriller'],['Heist', 'Psychological Drama', 'Psychological Thriller', 'Workplace Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Heist', 'Tragedy', 'Crime', 'Drama', 'Thriller'],['High-Concept Comedy', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['High-Concept Comedy', 'Comedy', 'Family', 'Fantasy', 'Sport'],['Historical Epic', 'Period Drama', 'Sword & Sandal', 'Action', 'Drama', 'History', 'Mystery'],['Holiday Comedy', 'Comedy', 'Crime', 'Drama', 'Holiday', 'Mystery'],['Holiday Comedy', 'Comedy', 'Drama', 'Holiday', 'Romance'],['Holiday Comedy', 'Comedy', 'Holiday'],['Holiday Comedy', 'Holiday Romance', 'Comedy', 'Drama', 'Holiday', 'Romance'],['Holiday Comedy', 'Holiday Romance', 'Romantic Comedy', 'Comedy', 'Drama', 'Fantasy', 'Holiday', 'Romance'],['Holiday Comedy', 'Raunchy Comedy', 'Comedy', 'Holiday'],['Holiday Comedy', 'Raunchy Comedy', 'Stoner Comedy', 'Comedy', 'Fantasy', 'Holiday'],['Holiday Comedy', 'Stoner Comedy', 'Adventure', 'Comedy', 'Holiday'],['Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Horror', 'Mystery', 'Thriller'],['Horror', 'Sci-Fi', 'Thriller'],['Horror', 'Thriller'],['Horror'],['Jungle Adventure', 'Survival', 'Action', 'Adventure', 'Sci-Fi', 'Thriller'],['Jungle Adventure', 'Teen Adventure', 'Action', 'Adventure', 'Comedy', 'Family', 'Fantasy', 'Mystery'],['Jungle Adventure', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery'],['Kung Fu', 'Martial Arts', 'Action', 'Biography', 'Drama', 'Romance', 'War'],['Kung Fu', 'Martial Arts', 'Action', 'Drama'],['Legal Drama', 'Biography', 'Drama', 'Romance'],['Legal Thriller', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Legal Thriller', 'Crime', 'Drama', 'Thriller'],['Martial Arts', 'Action', 'Comedy', 'Sport'],['Martial Arts', 'Action', 'Comedy'],['Martial Arts', 'Action', 'Crime', 'Drama', 'Sci-Fi', 'Thriller'],['Martial Arts', 'Action', 'Drama', 'Sport'],['Martial Arts', 'Action', 'Drama'],['Martial Arts', 'Action', 'Thriller'],['Martial Arts', 'Action'],['Martial Arts', 'One-Person Army Action', 'Action', 'Drama', 'Romance', 'Thriller'],['Martial Arts', 'One-Person Army Action', 'Action', 'Drama', 'Thriller'],['Martial Arts', 'Superhero', 'Action', 'Adventure', 'Drama', 'Fantasy', 'Sci-Fi'],['Medical Drama', 'Biography', 'Drama'],['Medical Drama', 'Drama', 'Mystery', 'Thriller'],['Medical Drama', 'Psychological Drama', 'Suspense Mystery', 'Drama', 'Mystery', 'Sci-Fi'],['Mockumentary', 'Raunchy Comedy', 'Comedy', 'Drama', 'Music', 'Musical'],['Monster Horror', 'Action', 'Horror', 'War'],['Monster Horror', 'Action', 'Horror'],['Monster Horror', 'Drama', 'Fantasy', 'Horror'],['Monster Horror', 'Psychological Horror', 'Supernatural Horror', 'Drama', 'Horror', 'Mystery'],['Monster Horror', 'Slasher Horror', 'Horror', 'Thriller'],['Monster Horror', 'Supernatural Horror', 'Zombie Horror', 'Action', 'Horror', 'Sci-Fi'],['Music Documentary', 'Documentary', 'Music'],['Mystery', 'Romance', 'Thriller'],['One-Person Army Action', 'Action', 'Crime', 'Thriller'],['One-Person Army Action', 'Action', 'Drama', 'Thriller'],['One-Person Army Action', 'Action', 'Thriller'],['One-Person Army Action', 'Psychological Drama', 'Psychological Thriller', 'Action', 'Thriller'],['One-Person Army Action', 'Quest', 'Survival', 'Action', 'Adventure', 'Thriller'],['One-Person Army Action', 'Tragedy', 'Action', 'Drama', 'Mystery', 'Thriller'],['Parody', 'Action', 'Comedy'],['Parody', 'Comedy', 'Fantasy', 'Horror'],['Parody', 'Comedy', 'Horror'],['Parody', 'Slapstick', 'Comedy', 'Western'],['Parody', 'Slapstick', 'Comedy'],['Parody', 'Slapstick', 'Vampire Horror', 'Comedy', 'Horror'],['Parody', 'Superhero', 'Action', 'Adventure', 'Comedy', 'Sci-Fi'],['Period Drama', 'Action', 'Crime', 'Drama', 'Western'],['Period Drama', 'Adventure', 'Biography', 'Drama', 'Mystery'],['Period Drama', 'Adventure', 'Drama', 'History', 'Thriller'],['Period Drama', 'Biography', 'Drama', 'History'],['Period Drama', 'Biography', 'Drama', 'Music'],['Period Drama', 'Biography', 'Drama', 'Romance'],['Period Drama', 'Comedy', 'Drama'],['Period Drama', 'Drama', 'History', 'Thriller', 'War', 'Western'],['Period Drama', 'Drama', 'History'],['Period Drama', 'Political Drama', 'Biography', 'Drama', 'History'],['Period Drama', 'Prison Drama', 'Psychological Drama', 'Psychological Thriller', 'Workplace Drama', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Period Drama', 'Psychological Drama', 'Drama', 'Western'],['Period Drama', 'Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Period Drama', 'Showbiz Drama', 'Biography', 'Drama'],['Period Drama', 'Steamy Romance', 'Drama', 'History', 'Romance'],['Period Drama', 'Steamy Romance', 'Tragic Romance', 'Drama', 'Romance'],['Period Drama', 'Supernatural Horror', 'Drama', 'Fantasy', 'Horror', 'Thriller'],['Period Drama', 'Tragedy', 'Drama', 'Romance'],['Period Drama', 'Tragedy', 'Drama', 'Western'],['Period Drama', 'Tragic Romance', 'Biography', 'Drama', 'History', 'Romance'],['Police Procedural', 'Action', 'Crime', 'Drama', 'Thriller'],['Police Procedural', 'Political Thriller', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Police Procedural', 'Prison Drama', 'Spy', 'Action', 'Crime', 'Drama', 'Thriller'],['Police Procedural', 'Serial Killer', 'Whodunnit', 'Crime', 'Mystery', 'Thriller'],['Political Drama', 'Biography', 'Drama', 'History', 'Thriller', 'War'],['Political Drama', 'Biography', 'Drama', 'History', 'Thriller'],['Political Drama', 'Comedy', 'Drama'],['Political Thriller', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Political Thriller', 'Drama', 'Thriller'],['Political Thriller', 'Spy', 'Biography', 'Drama', 'Thriller'],['Pop Musical', 'Comedy', 'Crime', 'Drama', 'Musical', 'Thriller'],['Pop Musical', 'Comedy', 'Drama', 'Musical', 'Romance'],['Pop Musical', 'Psychological Thriller', 'Drama', 'Musical', 'Thriller'],['Pop Musical', 'Teen Comedy', 'Comedy', 'Musical'],['Pop Musical', 'Teen Drama', 'Drama', 'Musical'],['Prison Drama', 'Psychological Thriller', 'Drama', 'Thriller'],['Psychological Drama', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Horror', 'Psychological Thriller', 'Drama', 'Horror', 'Thriller'],['Psychological Drama', 'Psychological Horror', 'Serial Killer', 'Slasher Horror', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Drama', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Drama', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Drama', 'Psychological Thriller', 'Whodunnit', 'Drama', 'Mystery', 'Romance', 'Thriller'],['Psychological Drama', 'Spy', 'Adventure', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Horror', 'Drama', 'Horror', 'Mystery'],['Psychological Horror', 'Horror', 'Mystery', 'Sci-Fi'],['Psychological Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Serial Killer', 'Crime', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Slasher Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Suspense Mystery', 'Action', 'Adventure', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Psychological Thriller', 'Whodunnit', 'Crime', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Slasher Horror', 'Horror'],['Psychological Horror', 'Supernatural Horror', 'Horror', 'Thriller'],['Psychological Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Supernatural Horror', 'Witch Horror', 'Drama', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Psychological Horror', 'Tragedy', 'Drama', 'Horror', 'Music', 'Thriller'],['Psychological Thriller', 'Action', 'Crime', 'Thriller'],['Psychological Thriller', 'Comedy', 'Drama', 'Sci-Fi', 'Thriller'],['Psychological Thriller', 'Comedy', 'Drama', 'Thriller'],['Psychological Thriller', 'Crime', 'Thriller'],['Psychological Thriller', 'Drama', 'Thriller'],['Psychological Thriller', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Action', 'Mystery', 'Thriller'],['Psychological Thriller', 'Suspense Mystery', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Psychological Thriller', 'Teen Drama', 'Teen Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Psychological Thriller', 'Tragedy', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Whodunnit', 'Action', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Psychological Thriller', 'Whodunnit', 'Mystery', 'Thriller'],['Quest', 'Action', 'Adventure', 'Drama', 'Western'],['Quest', 'Action', 'Adventure', 'Family', 'Fantasy', 'Romance'],['Quirky Comedy', 'Comedy', 'Horror', 'Sci-Fi'],['Quirky Comedy', 'Showbiz Drama', 'Comedy', 'Drama', 'Romance', 'Sci-Fi'],['Quirky Comedy', 'Teen Comedy', 'Comedy', 'Family'],['Raunchy Comedy', 'Comedy', 'Drama'],['Raunchy Comedy', 'Comedy', 'Romance'],['Raunchy Comedy', 'Comedy'],['Raunchy Comedy', 'Romantic Comedy', 'Steamy Romance', 'Comedy', 'Romance'],['Raunchy Comedy', 'Romantic Comedy', 'Teen Comedy', 'Teen Romance', 'Comedy', 'Romance'],['Raunchy Comedy', 'Satire', 'Comedy', 'Drama'],['Raunchy Comedy', 'Sketch Comedy', 'Comedy'],['Road Trip', 'Adventure', 'Drama', 'Romance'],['Road Trip', 'Comedy', 'Drama', 'Romance'],['Road Trip', 'Comedy', 'Romance'],['Road Trip', 'Romantic Comedy', 'Comedy', 'Romance'],['Road Trip', 'Slapstick', 'Adventure', 'Comedy'],['Road Trip', 'Teen Adventure', 'Teen Comedy', 'Adventure', 'Comedy', 'Family'],['Romance'],['Romantic Comedy', 'Comedy', 'Drama', 'Romance'],['Romantic Comedy', 'Comedy', 'Music', 'Romance'],['Romantic Comedy', 'Comedy', 'Romance'],['Romantic Comedy', 'Satire', 'Comedy', 'Fantasy', 'Musical', 'Romance'],['Romantic Comedy', 'Screwball Comedy', 'Adventure', 'Comedy', 'Romance'],['Romantic Epic', 'Drama', 'Music', 'Musical', 'Romance'],['Satire', 'Comedy', 'Drama', 'Mystery'],['Satire', 'Comedy', 'Drama', 'Romance'],['Satire', 'Comedy', 'Drama'],['Satire', 'Comedy', 'Fantasy'],['Satire', 'Comedy', 'Music'],['Satire', 'Showbiz Drama', 'Comedy', 'Drama', 'Mystery'],['Satire', 'Slapstick', 'Comedy', 'Drama'],['Sea Adventure', 'Drama', 'Thriller'],['Sea Adventure', 'Survival', 'Action', 'Adventure', 'Drama'],['Serial Killer', 'Crime', 'Mystery', 'Thriller'],['Serial Killer', 'Slasher Horror', 'Crime', 'Drama', 'Horror'],['Serial Killer', 'Slasher Horror', 'Crime', 'Horror', 'Thriller'],['Serial Killer', 'Slasher Horror', 'Crime', 'Horror'],['Serial Killer', 'Slasher Horror', 'Supernatural Horror', 'Teen Drama', 'Teen Horror', 'Crime', 'Drama', 'Horror', 'Mystery'],['Serial Killer', 'Splatter Horror', 'Tragedy', 'Crime', 'Horror', 'Thriller'],['Serial Killer', 'True Crime', 'Biography', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Serial Killer', 'Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Showbiz Drama', 'Biography', 'Drama', 'Romance'],['Showbiz Drama', 'Comedy', 'Drama'],['Slapstick', 'Action', 'Adventure', 'Comedy', 'Mystery', 'Romance'],['Slapstick', 'Action', 'Comedy', 'Documentary'],['Slapstick', 'Action', 'Comedy', 'Family'],['Slapstick', 'Comedy', 'Drama', 'Family', 'Fantasy'],['Slapstick', 'Comedy', 'Family'],['Slapstick', 'Comedy'],['Slapstick', 'Zombie Horror', 'Action', 'Comedy', 'Horror'],['Slasher Horror', 'Action', 'Comedy', 'Horror', 'Thriller'],['Slasher Horror', 'Action', 'Drama', 'Horror', 'Thriller'],['Slasher Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Horror', 'Thriller'],['Slasher Horror', 'Horror'],['Slasher Horror', 'Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Horror'],['Slasher Horror', 'Splatter Horror', 'Teen Horror', 'Horror', 'Mystery'],['Slasher Horror', 'Supernatural Horror', 'Horror'],['Slasher Horror', 'Supernatural Horror', 'Suspense Mystery', 'Teen Horror', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Supernatural Horror', 'Teen Horror', 'Horror'],['Slasher Horror', 'Suspense Mystery', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Slasher Horror', 'Teen Horror', 'Whodunnit', 'Comedy', 'Horror', 'Mystery', 'Thriller'],['Soccer', 'Comedy', 'Romance', 'Sport'],['Soccer', 'Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Sport'],['Space Sci-Fi', 'Action', 'Adventure', 'Drama', 'Sci-Fi'],['Space Sci-Fi', 'Tragedy', 'Horror', 'Sci-Fi', 'Thriller'],['Splatter Horror', 'Drama', 'Horror', 'Thriller'],['Splatter Horror', 'Horror', 'Thriller'],['Splatter Horror', 'Supernatural Horror', 'Teen Horror', 'Zombie Horror', 'Horror'],['Splatter Horror', 'Whodunnit', 'Horror', 'Mystery', 'Thriller'],['Spy', 'Action', 'Adventure', 'Crime', 'Mystery', 'Thriller'],['Spy', 'Action', 'Comedy', 'Thriller'],['Spy', 'Action', 'Sci-Fi', 'Thriller'],['Spy', 'Action', 'Thriller'],['Spy', 'Crime', 'Drama', 'Thriller'],['Spy', 'Drama', 'Thriller'],['Spy', 'True Crime', 'Crime', 'Drama', 'Thriller'],['Stand-Up', 'Comedy', 'Documentary'],['Steampunk', 'Drama', 'Horror', 'Sci-Fi', 'Thriller'],['Steamy Romance', 'Teen Drama', 'Teen Romance', 'Drama', 'Romance'],['Stoner Comedy', 'Comedy', 'Drama'],['Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'],['Stop Motion Animation', 'Adventure', 'Animation', 'Comedy', 'Family'],['Stop Motion Animation', 'Animation', 'Comedy', 'Drama', 'Family', 'Horror', 'Sci-Fi', 'Thriller'],['Superhero', 'Action', 'Adventure', 'Drama', 'Romance', 'Sci-Fi', 'Thriller'],['Superhero', 'Action', 'Adventure', 'Fantasy', 'Sci-Fi'],['Superhero', 'Action', 'Adventure', 'Sci-Fi'],['Superhero', 'Action', 'Drama', 'Fantasy', 'Thriller', 'Western'],['Superhero', 'Supernatural Fantasy', 'Action', 'Fantasy', 'Thriller'],['Superhero', 'Teen Comedy', 'Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],['Supernatural Fantasy', 'Sword & Sandal', 'Sword & Sorcery', 'Action', 'Adventure', 'Fantasy'],['Supernatural Horror', 'Action', 'Drama', 'Horror', 'Thriller'],['Supernatural Horror', 'Action', 'Fantasy', 'Horror'],['Supernatural Horror', 'Biography', 'Fantasy', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Drama', 'Horror', 'Mystery', 'Romance'],['Supernatural Horror', 'Drama', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Drama', 'Horror'],['Supernatural Horror', 'Fantasy', 'Horror', 'Mystery'],['Supernatural Horror', 'Fantasy', 'Horror', 'Thriller'],['Supernatural Horror', 'Fantasy', 'Horror'],['Supernatural Horror', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Horror', 'Thriller'],['Supernatural Horror', 'Horror'],['Supernatural Horror', 'Suspense Mystery', 'Drama', 'Horror', 'Mystery'],['Supernatural Horror', 'Suspense Mystery', 'Fantasy', 'Horror', 'Mystery'],['Supernatural Horror', 'Teen Horror', 'Tragedy', 'Drama', 'Horror', 'Thriller'],['Supernatural Horror', 'Tragedy', 'Horror', 'Mystery', 'Thriller'],['Supernatural Horror', 'Zombie Horror', 'Comedy', 'Drama', 'Horror', 'Mystery'],['Supernatural Horror', 'Zombie Horror', 'Drama', 'Horror', 'Mystery'],['Survival', 'Action', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Survival', 'Action', 'Thriller'],['Survival', 'Adventure', 'Drama'],['Survival', 'Drama', 'Thriller'],['Survival', 'Horror', 'Mystery', 'Thriller'],['Suspense Mystery', 'Horror', 'Mystery', 'Sci-Fi'],['Sword & Sandal', 'Action', 'Adventure', 'Drama'],['Sword & Sandal', 'Action', 'Drama', 'History', 'War'],['Teen Adventure', 'Action', 'Adventure', 'Fantasy', 'Horror', 'Mystery', 'Romance'],['Teen Adventure', 'Adventure', 'Drama', 'Family', 'Fantasy', 'Music', 'Romance', 'Sci-Fi'],['Teen Comedy', 'Comedy'],['Teen Comedy', 'Teen Romance', 'Comedy', 'Romance'],['Teen Drama', 'Drama', 'Mystery', 'Romance'],['Teen Drama', 'Teen Romance', 'Tragedy', 'Drama', 'Romance'],['Teen Horror', 'Adventure', 'Drama', 'Horror', 'Thriller'],['Teen Horror', 'Adventure', 'Horror', 'Mystery'],['Teen Horror', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Teen Horror', 'Horror', 'Mystery', 'Thriller'],['Teen Horror', 'Vampire Horror', 'Action', 'Comedy', 'Drama', 'Horror', 'Mystery'],['Teen Romance', 'Drama', 'Romance'],['Teen Romance', 'Tragedy', 'Tragic Romance', 'Drama', 'Romance'],['Teen Romance', 'Werewolf Horror', 'Action', 'Fantasy', 'Horror', 'Romance', 'Thriller'],['Thriller', 'Western'],['Thriller'],['Time Travel', 'Comedy', 'Sci-Fi'],['Time Travel', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller'],['Tragedy', 'Biography', 'Drama'],['Tragedy', 'Crime', 'Drama', 'Romance'],['Tragedy', 'Drama', 'Mystery', 'Romance', 'Sci-Fi'],['Tragic Romance', 'Comedy', 'Drama', 'Fantasy', 'Romance'],['Tragic Romance', 'Drama', 'Romance'],['True Crime', 'Action', 'Biography', 'Crime', 'Drama', 'History', 'Thriller'],['True Crime', 'Action', 'Crime', 'Drama', 'Thriller'],['True Crime', 'Biography', 'Comedy', 'Crime', 'Drama'],['True Crime', 'Biography', 'Crime', 'Drama', 'History'],['True Crime', 'Biography', 'Crime', 'Drama', 'Sport'],['True Crime', 'Crime', 'Drama', 'History', 'Mystery', 'Thriller'],['True Crime', 'Crime', 'Drama', 'Mystery', 'Thriller'],['True Crime', 'Crime', 'Horror', 'Mystery', 'Thriller'],['True Crime', 'Workplace Drama', 'Crime', 'Drama', 'Thriller'],['Vampire Horror', 'Action', 'Fantasy', 'Horror', 'Sci-Fi', 'Thriller'],['War Epic', 'Action', 'Comedy', 'War'],['Whodunnit', 'Crime', 'Drama', 'Mystery', 'Thriller'],['Whodunnit', 'Drama', 'Horror', 'Mystery', 'Sci-Fi', 'Thriller'],['Witch Horror', 'Horror', 'Mystery', 'Thriller'],['Workplace Drama', 'Biography', 'Drama'],['Workplace Drama', 'Drama'],['Wuxia', 'Action', 'Adventure'],['Wuxia', 'Action', 'Drama', 'History'],['Zombie Horror', 'Action', 'Horror', 'Thriller'],['Zombie Horror', 'Drama', 'Horror', 'Mystery', 'Romance', 'Sci-Fi', 'Thriller'],['Zombie Horror', 'Drama', 'Horror', 'Sci-Fi'] 1222 9 low (0.007364975 0.992635025) *# 可视化决策树
rpart.plot(tree_model)
3. 查看决策树结果
你可以通过 print() 函数查看决策树的简要信息，或者使用
rpart.plot 包来可视化决策树。
4. 预测与评估模型
一旦训练完决策树模型，我们可以使用它来进行预测，评估模型的准确性。
# 使用训练数据进行预测
predictions <- predict(tree_model, model_data, type = "class")
# 评估模型准确性
table(predictions, model_data$rating_class)##
## predictions high low
## high 432 29
## low 64 1403accuracy <- sum(predictions == model_data$rating_class) / nrow(model_data)
print(paste("Accuracy:", accuracy))## [1] "Accuracy: 0.951763485477178"5. 解释决策树
决策树模型帮助你理解哪些特征（如类型、国家、年份等）对目标变量（如评分或收入）有显著影响。如果某些特征对分类结果的影响较大，它们会出现在树的较高层。
C-总结
跨平台对比揭示出Netflix与IMDb评分体系、观众结构、票房口径的差异。部分作品在两平台表现接近，另一些则出现显著偏差，说明内容生态有本地化、国际化多重影响。Netflix可借助IMDb数据，针对口碑与票房双高的作品重点推广，并持续优化自有评分体系以提升用户黏性。建议针对聚类分析识别的不同群体内容，采取分层运营、差异化投放、精准推荐，以最大化用户覆盖与满意度。平台还应进一步打通与IMDb、TMDB等外部数据库，实现多维度内容评价与策略调整。
结论
本报告系统梳理了Netflix和IMDb两大数据源的内容分布、观众偏好、评分票房与创作团队等因素。建议平台一方面深耕内容创新，扶持多元题材和小众精品，另一方面加强数据驱动的智能推荐与差异化内容分发。同时，跨平台数据整合有助于全面洞察全球市场动态，为战略决策与用户体验提升提供坚实基础。